{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "广义的代价敏感学习其实包括很多，比如误分代价，测试代价，样本代价，计算代价等等，而误分代价学习可以用于解决类别不平很学习问题，我们知道很多机器学习模型的损失函数对每个样本其实“一视同仁”的，由于多数类样本多于少数类，所以自然会使得模型训练的效果偏向于多数类，代价敏感学习就是要使模型学习时对不同的类别的损失分别对待，增加对少数类的损失权重，以SVM举例：  \n",
    "\n",
    "原始的SVM学习，可以表示为如下的优化问题：  \n",
    "\n",
    "$$\n",
    "\\min_{w,\\varepsilon}\\frac{1}{2}w^Tw+C\\sum_{i=1}^N\\varepsilon_i\\\\\n",
    "s.t.y_i(w^T\\phi(x_i)+b)\\geq1-\\varepsilon_i,\\varepsilon_i\\geq0\n",
    "$$  \n",
    "\n",
    "我们可以对少数类和多数类分别施加不同的惩罚，比如：  \n",
    "\n",
    "$$\n",
    "\\min_{w,\\varepsilon}\\frac{1}{2}w^Tw+C_+\\sum_{i=1}^{N^+}\\varepsilon_i+C_-\\sum_{i=1}^{N^-}\\varepsilon_i\\\\\n",
    "s.t.y_i(w^T\\phi(x_i)+b)\\geq1-\\varepsilon_i,\\varepsilon_i\\geq0\n",
    "$$  \n",
    "\n",
    "我们可以令$C_+>C_-$，让模型多关注以下少数类，更一般的我们可以用代价矩阵的表征代价敏感学习"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 代价矩阵\n",
    "代价矩阵可以表示为一个$[C_{ij}]_{N\\times N}$的矩阵，其中$C_{ij}$表示将第$i$类误分为第$j$类的惩罚，显然对于对角线上的元素有$C_{ii}=0,i=1,2,...,N$，而对于$C_{ij}>C_{ji}$的情况，可以理解为$i$类的重要度大于$j$类，这很好理解，比如将“流感”类错误分为“感冒”类带来的后果显然比将“感冒”类错误分为“流感”类的后果更加严重，所以$C_{流感->感冒}>C_{感冒->流感}$，故而代价敏感矩阵的定义好坏将直接影响到模型的训练结果，目前sklearn中大部分模型训练都可以通过`class_weight`参数为不同类定义不同的类别权重，更细一点还可以在`fit`阶段通过`sample_weight`为不同样本赋予不同的权重，比如："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_classification\n",
    "from sklearn.svm import SVC\n",
    "from imblearn_utils import *\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "X, y = make_classification(n_samples=500, n_features=2,\n",
    "                           n_informative=2,n_redundant=0,\n",
    "                           n_repeated=0, n_classes=2,\n",
    "                           n_clusters_per_class=1,weights=[0.05, 0.95],\n",
    "                           class_sep=3,flip_y=0.05, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC(C=1.0, cache_size=200, class_weight={0: 10, 1: 1}, coef0=0.0,\n",
       "    decision_function_shape='ovr', degree=3, gamma='auto', kernel='rbf',\n",
       "    max_iter=-1, probability=False, random_state=None, shrinking=True,\n",
       "    tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#对比\n",
    "\n",
    "svc_with_balanced_weight=SVC(class_weight='balanced',gamma='auto')\n",
    "svc_with_balanced_weight.fit(X,y)\n",
    "\n",
    "svc_with_userdefine_weight=SVC(class_weight={0:100,1:1},gamma='auto')\n",
    "svc_with_userdefine_weight.fit(X,y)\n",
    "\n",
    "#下面的操作本质同上面的模型一样，少数类样本的权重为100，多数类为1\n",
    "sample_weihts=np.where(y==0,10,1)\n",
    "svc_with_sample_weight=SVC(class_weight={0:10,1:1},gamma='auto')\n",
    "svc_with_sample_weight.fit(X,y,sample_weight=sample_weihts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x190f1388518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (17,4))\n",
    "plt.subplot(1,3,1)\n",
    "plot_decision_function(X=X,y=y,clf=svc_with_balanced_weight,plt=plt)\n",
    "plt.subplot(1,3,2)\n",
    "plot_decision_function(X=X,y=y,clf=svc_with_userdefine_weight,plt=plt)\n",
    "plt.subplot(1,3,3)\n",
    "plot_decision_function(X=X,y=y,clf=svc_with_sample_weight,plt=plt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "假设不平衡比例$IR=\\frac{N_-}{N_+}$，上面`class_weight='balanced'`等价于如下的代价矩阵：  \n",
    "\n",
    "|     | 预测正类  |预测负类  |\n",
    "|  :-:   | :-:  | :-:  |\n",
    "| 真实正类  | 0 |IR |\n",
    "| 真实负类  | 1 |0 |  \n",
    "\n",
    "对于`class_weight={0:100,1:1}`则等价于：  \n",
    "\n",
    "|     | 预测正类  |预测负类  |\n",
    "|  :-:   | :-:  | :-:  |\n",
    "| 真实正类  | 0 |100 |\n",
    "| 真实负类  | 1 |0 |  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 代价敏感学习对损失函数的影响\n",
    "\n",
    "我们对`class_weight`的赋值等价于对代价矩阵调整，但sklearn还支持很细粒度的调整，即对于样本也可以做权重调整，我们可以将代价敏感学习对损失函数的调整做如一下数学表达，  \n",
    "\n",
    "原始的损失函数可以表达为：  \n",
    "\n",
    "$$\n",
    "L(x,y,w)=\\sum_{i=1}^N l(x_i,y_i,w)\n",
    "$$  \n",
    "\n",
    "即损失函数可以拆解为$N$个样本的损失之和，做权重调整后，新的损失函数可以表达为：  \n",
    "\n",
    "$$\n",
    "L(x,y,w)=\\sum_{i=1}^N cw(c(i))\\cdot sw(i)\\cdot l(x_i,y_i,w)\n",
    "$$  \n",
    "\n",
    "这里$c(i)$表示样本$i$所属的类别，$cw(c)$表示类别$c$的类别权重，$sw(i)$表示样本$i$的样本权重\n",
    "\n",
    "\n",
    "比如以上面的SVM为例，其：  \n",
    "$$\n",
    "l(x_i,y_i,w)=\\frac{1}{2N}w^Tw+C\\varepsilon_i\\\\\n",
    "y_i(w^T\\phi(x_i)+b)\\geq 1-\\varepsilon_i,\\varepsilon_i\\geq0\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 学习的方式\n",
    "\n",
    "由上面的例子，对于不平衡的情况`balanced`是个不错的选择，但是如果过于关注少数类（第3,4种情况）也不好，所以代价敏感学习重点就在于如何学习一个比较好的代价矩阵以即样本权重向量，一般来说有以下几种方式：  \n",
    "\n",
    "#### 1.经验学习\n",
    "\n",
    "经验学习仅利用类别不平衡比例$IR$，即sklearn中`class_weight='balanced'`的情况，对于类别数>2的情况，可以固定数量最多的类的惩罚为$M$，其它少数类依次与其做对比，按样本不平衡比率调整即可$IR\\times M$\n",
    "\n",
    "#### 2.模糊加权  \n",
    "模糊加权相当于在考虑`class_weight`的情况下，进一步考虑`sample_weight`的分布，因为所有少数类样本未必都是优质的，它有可能会是噪声或者离群点，如果模型过渡关注于这样的点反而有害，比如上面的第3，4种情况，我们可以通过设置样本权重的方式消除这种影响，比如下面，去掉异常点的影响：  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "imbu=ImbLearnUtils()\n",
    "imbu.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x190ed4c1390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#将异常点的权重设置为0，其余为1\n",
    "sample_weights=1-imbu.abnormal_marks\n",
    "svc_without_abnormal_points=SVC(class_weight={0:100,1:1},gamma='auto')\n",
    "svc_without_abnormal_points.fit(X,y,sample_weight=sample_weights)\n",
    "plot_decision_function(X=X,y=y,clf=svc_without_abnormal_points,plt=plt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面剔除异常点是使用的k近邻的方式，当然还可以选择其它的方式，比如基于类内质心距离的方式，它们本质上都是在降低异常点的权重，下面对其做一个简单介绍并实现\n",
    "##### 模糊加权：基于类内质心距离的方法\n",
    "我们做个假设：同一类别的数据服从高斯分布，也就是说每一个类别的大部分样本均聚集在该类中心附近，而**噪声**样本和**离群**样本恰好具有远离同类中心的特性，所以对于每个样本，若它离同类中心越近，则应该具有越高的重要度。我们假设每个点离其类中心的距离为$d_i$，同类中最大距离表示为$d_{c(i)}^{max}$，我们可以通过如下公式表示样本重要度：  \n",
    "\n",
    "$$\n",
    "weight_i=1-\\frac{d_i}{d_{c(i)}^{max}},i=1,2,...,N\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "# 统计正负类的下标\n",
    "pos_index=np.where(y==0)\n",
    "neg_index=np.where(y==1)\n",
    "# 计算中心点聚类\n",
    "pos_mean=np.mean(X[pos_index],axis=0)\n",
    "neg_mean=np.mean(X[neg_index],axis=0)\n",
    "# 计算各个点距离同类中心点的距离\n",
    "pos_max_distance=0\n",
    "neg_max_distance=0\n",
    "distances=[]\n",
    "for index in range(0,len(y)):\n",
    "    #正类\n",
    "    if index in pos_index[0]:\n",
    "        # 计算欧式距离\n",
    "        distance=np.dot(X[index,:]-pos_mean,X[index,:]-pos_mean)\n",
    "        if distance>pos_max_distance:\n",
    "            pos_max_distance=distance\n",
    "    else:\n",
    "        distance=np.dot(X[index,:]-neg_mean,X[index,:]-neg_mean)\n",
    "        if distance>neg_max_distance:\n",
    "            neg_max_distance=distance\n",
    "    distances.append(distance)\n",
    "    \n",
    "#更新重要度\n",
    "weights=[]\n",
    "for index in range(0,len(y)):\n",
    "    if index in pos_index[0]:\n",
    "        weight=1-distances[index]/pos_max_distance\n",
    "    else:\n",
    "        weight=1-distances[index]/neg_max_distance\n",
    "    weights.append(weight)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x190f34e8198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "svc_with_l2_importance=SVC(gamma='auto')\n",
    "svc_with_l2_importance.fit(X,y,sample_weight=weights)\n",
    "plot_decision_function(X=X,y=y,clf=svc_with_l2_importance,plt=plt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.自适应加权\n",
    "\n",
    "自适应加权法主要利用boosting集成学习的方式来求解一个较优的`weights`，在boosting过程的每一轮迭代中，根据前一轮的反馈结果动态调整`weights`，从而保证其逐步逼近全局最优，比较有代表性的算法有AdaCost, CSB1, CSB2, RareBoost等，这里接下来介绍比较有代表性的AdaCost算法：它在AdaBoost算法的基础上做了一些调整，将代价敏感的权重并入到每一轮的样本权重更新中,关于Adaboost推导和实现，可以[访问>>>](https://github.com/zhulei227/ML_Notes),简单来说AdaCost与AdaBoost最大的不同在于样本权重的更新上，AdaCost多加入了一个代价项，这里直接贴样本权重更新公式：   \n",
    "\n",
    "AdaBoost的样本权重更新公式如下(各项的具体含义请[访问>>>](https://github.com/zhulei227/ML_Notes)中关于AdaBoost的介绍)：   \n",
    "\n",
    "$$\n",
    "w_{m+1,i}=\\frac{w_{mi}}{Z_m}exp(-\\alpha_my_iG_m(x_i))\n",
    "$$  \n",
    "\n",
    "而AdaCost的更新公式：  \n",
    "\n",
    "$$\n",
    "w_{m+1,i}=\\frac{w_{mi}}{Z_m}exp(-\\alpha_my_iG_m(x_i)\\beta_i)\n",
    "$$  \n",
    "\n",
    "$\\beta_i$表示第$i$个样本的权重，接下来，进行代码实现"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "import copy\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "class AdaCost(object):\n",
    "    def __init__(self, base_estimator=None, n_estimators=10, learning_rate=1.0):\n",
    "        \"\"\"\n",
    "        :param base_estimator: 基分类器，允许异质；异质的情况下使用列表传入比如[estimator1,estimator2,...,estimator10],这时n_estimators会失效；\n",
    "                                同质的情况，单个estimator会被copy成n_estimators份\n",
    "        :param n_estimators: 基分类器迭代数量\n",
    "        :param learning_rate: 学习率，降低后续基分类器的权重，避免过拟合\n",
    "        \"\"\"\n",
    "        self.base_estimator = base_estimator\n",
    "        self.n_estimators = n_estimators\n",
    "        self.learning_rate = learning_rate\n",
    "        if self.base_estimator is None:\n",
    "            # 默认使用决策树桩\n",
    "            self.base_estimator = DecisionTreeClassifier(max_depth=2)\n",
    "        # 同质分类器\n",
    "        if type(base_estimator) != list:\n",
    "            estimator = self.base_estimator\n",
    "            self.base_estimator = [copy.deepcopy(estimator) for _ in range(0, self.n_estimators)]\n",
    "        # 异质分类器\n",
    "        else:\n",
    "            self.n_estimators = len(self.base_estimator)\n",
    "\n",
    "        # 记录estimator权重\n",
    "        self.estimator_weights = []\n",
    "\n",
    "    def fit(self, x, y,outer_sample_weights=None):\n",
    "        n_sample = x.shape[0]\n",
    "        sample_weights = np.asarray([1.0] * n_sample)\n",
    "        if outer_sample_weights is None:\n",
    "            outer_sample_weights = np.asarray([1.0] * n_sample)\n",
    "        for index in range(0, self.n_estimators):\n",
    "            self.base_estimator[index].fit(x, y, sample_weight=sample_weights)\n",
    "\n",
    "            indicates = (self.base_estimator[index].predict(x) == y).astype(int)\n",
    "            # 计算误分率\n",
    "            error_rate = np.sum([sample_weights[j] * (1.0 - indicates[j]) for j in range(0, n_sample)]) / n_sample\n",
    "\n",
    "            # 计算权重系数\n",
    "            alpha_rate = 1.0 / 2.0 * np.log((1 - error_rate) / (error_rate + 1e-7))\n",
    "            alpha_rate = min(10.0, alpha_rate)\n",
    "            alpha_rate = np.power(self.learning_rate, index) * alpha_rate\n",
    "            self.estimator_weights.append(alpha_rate)\n",
    "\n",
    "            # 更新样本权重\n",
    "            for j in range(0, n_sample):\n",
    "                sample_weights[j] = sample_weights[j] * np.exp(-1.0 * alpha_rate * np.power(-1.0, 1 - indicates[j])*outer_sample_weights[j])\n",
    "            sample_weights = sample_weights / np.sum(sample_weights) * n_sample\n",
    "\n",
    "    def predict_proba(self, x):\n",
    "        # TODO:并行优化\n",
    "        result = np.sum(\n",
    "            [self.base_estimator[j].predict_proba(x) * self.estimator_weights[j] for j in\n",
    "             range(0, self.n_estimators)],\n",
    "            axis=0)\n",
    "        return result / result.sum(axis=1, keepdims=True)\n",
    "\n",
    "    def predict(self, x):\n",
    "        return np.argmax(self.predict_proba(x), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x190f3504198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#adaboost的效果\n",
    "ada_cost_without_weights=AdaCost(base_estimator=DecisionTreeClassifier(max_depth=5))\n",
    "ada_cost_without_weights.fit(X,y)\n",
    "plot_decision_function(X=X,y=y,clf=ada_cost_without_weights,plt=plt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uRHhp/eMF6d/ixJELfPGJNwqF7F9Cq2dgb3c2dotm04aTyB2xfL+gOHJ5wcz/yIlMZk5bx4q1n9C2fS3atq/1m/3r9Rq+WTCMbT+eZuGa6+iNbvR5+3UaNS5fqF2LVtX5aOhh2rWyUKKYBoBzF3O4HSUxtn7ZZ3Xt4h+MS9hfMoxuOhasGMy0nWsIutORjJq7GPbKr4vhn+l3yNA2DBzSio6txwEw5esY3I0KREli1fpEOrXR8d5ADU5RTsdWvvy0Jw+rw41yZXRcv2vGZtdQtXoIpcsE/uo4DoeTz8es5PLZc/TrZiA+0cbRE/l8Ma4UE2ecpH6jis+cJefnWzl/5gZbvgtnxtxY2veNo2wpFVduWsjJ1zFhZkP2771M/KNUiof5U7tuOAf3XebsL1d5+DAN7JksnlGc4qEaLl8zMf6rtdRpWB+11sAP27KpWUWNXi8nO1vEIaq5HWnhvYjfD9eUJAmZrGDPVFGUUCjk/1r/kDh76jJv93J/LOoATRt6MG9ZDLExqX+45ILRTUffAc3pO6D5r7YJLebD4Pe689aITVQsp8JsEYmNF/h8ysB/9Iz97p14vluyk6uX7+PuoaNN+0b06vsKCsXLXdLBJewvKV5BeiKcFbnsdqBI+7XbnTicEkePp9CjoxsP4y0sWpmOWi3w0Tse+HjJybdAYpJAh9cMDBubyvjRYeTkOvhwbBztOzV5qs/k5CzOnr6HQiEnIz0Hc9ZdNiwJJKxYwUx5x75c5ix6yOstPTlx9Pozhd1mdSCTSXh6KPhqUmliH1l4GGeha0cZE2flMHTQN4SFWKlUTs7POxxMHJtF/dpGenT0ICoqm4PHrOzYm8bwt0OpXsVIn84ZzFmylyljSjBnoYkZ8zNo2dSIQq1nw1YTTVvW+0OJQLXrVWbR8qMM7a9DIZchIXDinEh4uTAkScTpdDx1jtMpIZM923cvSRKXLtzn4vlI9AYNzVpU/cMJSS1bV6N+owguX4pGpVRQrUbJx9m4/0TiHqXx2ciFDB2gZ9ZnJUlKsfHN4qN8+00WI0Z1ed7mPVf+uf81F387l0NnF3mfu3ecp14NFR+8FYQp10zxEIGyJX0YOCIVg06GUgFatYRaLZBrEoiNs/PhuHhu3rHwapsGtG5XeCOuLRtPsn7VLhrX02C1SezYk0y/Nz1QKp4IW7uWBhZ/n0VGpgO58dkzNXcPHYHB/hw5kUXzJp4UD9VQPFTDvCWJiKJAiwYWOrbRITqdtGqqYokxB5VaIqK0gL+nmo6t9XQbnETn9r54uguEhYKfj5zXmntRv7YbazcmMXZaEuUqeNKpe2tata72h36vlOR0zl/OY3qOlQa1tFy/Y2Xf4XymzuyIxWxj/Y87qFPDiFJZsKi571AmenfvQiGo0feTWLlsN5cv3MOUm49aIzCopzdZyRLD3jrAB6N60bhpxV8zoRAGg+YpN80/la1bTtK5nZr2rQt+i7DiWqZ/FkyHvhfoN7DV47WR/4soiiQnZ2M0ajEYNP+fJv+/4RL2l5R3anQqsr5SU7N5cD+ZwCAvLp2/QYfmWqxWKz5ecpRKGX4+cnRagWVrs/lwiCdyOQjA0TMizVvVoW3XJgwvE/BUJmT0/SQ2r9vFusUhj/cTbdlQYtz0JJrX98PHW4FKJSBJIpIose+omS+/qfxMGwVBYNiIrkwcs4Trty2UKanizEUL1+4oSUpMoVkDL4x6Owq5QGJSHr06GXhndAqD3lShkINeJ1CrqoojRxNp3cKbyPtWwkvrMJud3LyTR+0a7pitAm5Bdf/wekVGei7XLt1m35bKXL5u4s69fJo39aJ+HSenT17js0l9uHzxLj0G36ZWVSWxcQ5i4hVMm/nu42ibpKRMPhmxgLfe1DD6LX+io9PYvNNEfKKF+nU80GklZkxdS+26kwvVvcnNyWf3jvPcuhmJt48XbdvX+00X2J/l8qVoDu49R36emZp1KtCydfUin/0/iomnRRddoWN6vZzioUri4tKfKezHj9xgyYKtSE4zefki9RpWZfjHndDp1E+1/W/GJex/kqzMPA7uv0xycgbhZUNp2qzSP/pz9e9EFEXmztrKicPniQjXEPXAQr5ZRvUyEjUraXE3yrHb7YgieHvI+XZ5Fnej7NSqpubgMTP5zmDmLOr+q6ntRw9fo10LbaFNoitW9KB8eAZ3o+VoNBYMOjh1zsztSAu165cl/DciYypULMaMb4cz/5ud/HwqlSrVKjFtZmPeaPUpgf4K3N3kOOwSCoVAjsmBIEiYzU60WjkJyQ7iEh1EhNvZfySLucuyeatvMB16XaN0mBKLVeLSNSu9Bv7xCpgZGSb8fBQYDAoa1fOgUb2CWPFrN03sPZ6BXC5jxKguTBi7ih933kGnk+Hj50d2Vt7jPnZsPU3b5go6tPUiNSWLyuXVRJRR0bRjLAmJJoL8FeRk5jLryx8ZN/FNoOAe/nDoPCqGW2jfVEfso0TGfnSe90f2plGTv16VctP64+zaupeenQx4eMjZuf8+hw6c56tv3i7SZyW0RBDXbt6gdo0nNYzy8pzEPrITHOz9VPubNx6ycM5avvzMj0oVAjDlOZm98DYzp29k/JS+RWbXP4GXU5H+QyLvJTB2ZEHxqDJhCo7uOc+PGw8zc+67j4tevUxs2XiKxAeX2b6mBDqdHLtd5L1R0SxenUHbFgXVCUVR4sddJoKD5GTnOoh6YGPnQRM+vr4cPP7Jby7MOR1OdMrCvmRPTz0KpZJZC5Pp0UFLfKKT0xcszP0ynB93pbJ7x3navfF0QhEU1Mj5dMQiQgNteGjNHNr7kM0/HEEul5i/IoPenY3YHRIOh8iKdTlEhCspHqIgLtHOkZMWLl+3cvOuHR//YJyCkfWbE1kxN4AyJVWYTE52HshjxcaTdO5aH4vFhp+/x28KWXCIN8npEvGJhSNrjv+SS3j5AlfOlPGriSiRwrxJEWi1Ms5cyGHSpO+YOf9DQov58PP+s/TvbCb2QSJmswObQcBmk6hdVcOAHgbq1zLSobWeMdMucvVKXapUDWPzD8epXdnCJx88qSlTvYqJcdO30KBRBDLZf56Qnp2Vx4Y1e1j/b19ZzRt7MvzTRxz++Rqv/ckCab9Fpy6NGPHuBfz90mnVzJPEZBuzF6XQ8JWaePs8PVvf/uNxBvQwUqmCAQCDXs7o94No3/smqanZL1TtHJew/wnmzdzE+wN1tG1ZMBvo0Vli+pwE1q85wtvv/fXIkn8ymRkm7t1NwMvb8HirvP27TzL+Qx90ugK/tlIp46uJxanaOJWuAxOoWklFQqINpVJg5LuejJyUxqp5/rwzOhWLU1tI1FNTs9mx9TT3I2MJCPKjfccGNGhckenjj9G9owM3Y8Gtmphs4/Z9JVaHE4XSQP26GiZ86ombUYGfj4oF35/8VWGf/dUPNK7j4OiJTF5vqaNLWwPb95m4cFVi5fosbt6xULOKhmu3rDxKcBCXYGfAh0lkZonExjnYsaEK85al06hVR86fvYcs/xfkMoiOsQFy2rcNZffP0XR5fTzFQ3XkW+X0GdCW9h3rIkkSiQkZiKJEcIg3giCg1aro2bc1Iz7bw7v9PQgOUrPnYCZrNpvo2lPBwf1XiI+NYeHUko8XS+vVcqdzOzO7dpzBYNCSm53OvkMiZ87n4ecjp+UrOvRaGbHxdvx9ZOTk2jHolfTqouHwwYtUqRrG5Qs3Gf1OYRGrXMGAUp7Ko4dpFC/xJNrGZLJw9NB1UpKzKFs+hLr1yiKX/7rwX78eS6UINQqFwNSZMRw+kQFASJCGU8evFKmwh4T6MOXrd/luyU6mzY3C3V1Hm/aN6dP/2dE/aSkZhLUo7FPXaGQEBihJT8t1CfvLSGaGibhHCbR+9Ul2piAIdGnvyafTrrywwi5JEiuX7WfntiOUD9fwKN6Gh28gE78YQG6uGW9vQ6H27m4KjEYdYWFGGtRR4edppU4NNRO/zuCN1wwEBWpo1kjPziNPxCE+Lp2Phs3j1YYyerTVcedeCqPeP8/YyW/RsFlD+rx7ktbNtVitEnsPW+jaszU/bdrHsCHBCILw2N/s460kNzf3mdeRkZ7Lo5hHZKeYmT7Oh4rlFCgV0Lq5luHjUknPcNC7i5Fbd+2808+dapVUDPowhab1ddSvpWfwx8lcvpZHVIyCsU3KE3kvjqBQLwKDCl7yao2SlOQsPN3sjBrmR49O/kTHmBk18SesNieHD5wlMy0FuQy0Bk8+/rQnEeVD6dqjEf6BXmzceoyoyEQy0jN5vZUnBvE8y77NwWKxIwgF4ZA2mwOlUk6pEmpuH0tl38UodGonSiU0qKMjIcnB6MlpeLrJqFFZg90Oj+LtFA8LQHcnG7utoG6PwagnLaNwjL3NJpJrEtHrnwhf9P0kPv14EVUiJEqXkLNppY1N6wKYPmvIr/qkjUYtKWl2hn9yj9pVFWz9ruCrYNGqdLYfvIXd7kCpLDrZKRcRwow57yJJ0u9m+YZHlOLkmQvUqPpkNp+UYiM+0fm79ZD+2yiyX1gQBDlwAYiXJOnPFxz5h6NQyHA6wW4viOj4X6wW8YX1sT+ITubraRu5ceUG9Wsb6dXZSK3qRpasSmbm9B+oXjOCvQcjGdj7yd6eR05kUb1GKcIrluSbJUfx9SxYpGraQMewQb5ISNy4baNx06qPz/n+u/10a6egf8+ChKYGddwpXTKLJfO3smjFxzRtXo1Tx28i18qZtaAySqWc5Yt+os6rFzEa5LRo6sV7g0PYdyiLKtUrcOvmI2JjUigR5ke5iJDH4m+2OnHXi1SvrMFqtRcIgSTwWlM9C1ZlYdDLuHvfxs4DJjzc5SjkkJ8vcvGahYws2HFYT4s25Rk/ZjmPHqaTnppK1zd80GgUWC12Yh9mceOujU8+KvCVlyyhZUhfd0Z+vo5JY4JoVMcbm83GuUt5jP14Ed9v/Ayjm47GTSpQt15ZenaexOr5JR+7Cvr18KZDr2ts/DGOWlVkqFQCNpvIzn0mQspWYd+e87w/yECLxmpUSrBaVXi4yZg0K4MvxvogSqDRqpDLFWzfl0fXfgULy6+1a8Dy1RuoUtGAl6cSUZRYujqZchXL4PNvNfe/mbGRd/poaN+64OU1oJfE+C/j2bThBP0HvfrMe6ZS5eLEJcoI9XPwwdu+yAQZVptItzfciXpo49SJ2zRtVqkI79IC/sgmI527N+T9wefRaJJo3sSdxCQrC7/LpGvPloVeaC8CRVnd8QPgdhH294/C6KajYpUyrN2U+viYwyHx3YYMXmlR5zla9vdwPyqJ0cPnUSviEWsW+NG+lYpps6I5eCSDQb39uHsrinZv1OfHPSJfzUvgyIlMFq9MYsaCbN4Z3pn3P+zAyg2fkZrtRrcO3rzZ0Y1HCVbWbMrm1n01Q4c/+cK5eukuLZsVLjLVqJ47CXHJmEwWypYLZuCQlvQb2BxvHyMjhy9gSB93vpsTwPLZfjhs+bTrcZ2dB0Ue3E/g68kLuX1+FzMmLeSTEUswmczcvhUHKElOtWG3F5SrFSWJlHQn+RaRrGyR6XMzebWxjp9WB/HNZF80Ghl7DuXx9YJcxk56C4VSwbmju6lf8QE92uZg0FioUO88s+dHsnTlfT4en0JGhoPv1iTicEjcf5DPp5OiKVPCQbmwfDIzstBrHDSuI6d0aC7frzr6+HqvXYmheDCPRd1qFTl3KY9y4Rq+mBVHaroThwP2/JzHidMmsjKykckkWjTWIZcLBPorKFtaRe8uRnw85Qwbk8qqH7LZc8hC/2EP8Q8tT8NGBSUjXmleiTpNXqHbW48YNiaeTv1iuBrpw6hPezy2Jykxk1vXo1GrhMcVOmUygZ6dPDl17OKv3jcymYyWbepQpqSKmId2YuNsxD6y4+3rSa1qGmJjUn/13L8bX193vln0Acl55fl0Wh5rtunoMeBN3uzd9LnZ9HdRJFNNQRBCgLbAVOCjoujzn8iI0d349KMlnDr3kNIllZy/bCGsTDhdujd83qYVCaIosnvHBQ7sOcXlSw8Y2EPHG62N+HlBdEwe7kaJMZOiGDW8ODqtAAJ8u2wEe3aeZ+fRWPyD/JizqB4hoQWftcEhPixYOoIZU9ey42AaolPC6OHDwuV9Cn3KG910pKX1+GwkAAAgAElEQVTbCQp4ciwr2wHIUf+fYnGHDlylfGk7bw8IwWZ1kJVlokdnJacvpRNSIphgrzg+n1UCmaxg4XbKzHj6dJtOkJ+D7u3VLFjmZNaiVPp2NWLKk8jNc7JhWy5xCXZeb6nn9VZ6nE5QKGDkUA96vZuEUulk/KfLCQuRWDrTD5lMQC4XeKN1KK17PGTBd2n07urPiHd8aNZIx4QZaSz+Lp7Fq+II8pNTs6qGQH856RkiqWk2ypTSUaWCig07TvHe8DaPr+1/y6PfvpvHqPFRlA6To9eKKBUCIz5PQZKclArTMmd6CcZ/dZnAQF8io21ULq8iPVPE30dOcqqTfLNIbp6Tjdsd1KgdxpCh7ahdt8zjRVFBEBjwVksaN6nE0SM3aNUhoNAs+vatR3w2eikBPlaOHk9i1vwYBvQK5s0u/jicEjL5b8+Oq9UoxU/rz+Ln74P0r68GmUzg6q10Wnfy/Y/uzaIiMNDzpUheKiofwhxgNPDsjIAXBF9fd5auHsmFc1EkJ2fRsnPwU7vV/FOIe5TGzp/OkJSQTKnwErz+Rh08vQy/ec7sr7Zw5vgpzGYLbnonW3flEx1TILZ2h8Q7/d1JTHawYVs8Fy9ZGNznC+RyNV16vsrEaQOf+TlcpmwQS1ePIu5ROgAhod5PtXutXUO+XbabmZPVSKKNrKx85ixOx93Tnx4dv8CUm4tfYCDVqpck8l48r9QqEKikVAczv03h+q1cUtMcXL91hplTSmCzSWg0AjKZQK8ubmzcepttK2tgMMjp2NaHfkNvsX1fPsEBMm7etVGtkoqObQ3UqKImKcWJzSah1Qh4echpXE+Ln4+Swyfy6d3FjeIhSpQqgbR0J7m5Dlo01vHzCQtd2vtRPERGelom/bu70W1IHC0aaRjcx40pszJxM8gx6GVEx9rJzLJz9pKV7Cw7NpuD9LQc7t6J49pNEydOpTJjXhwjhrjRtIGeBw+tDOrpzpCPkygdpiLAX+CzKdEkpsp4/6NubN17gDKllDjsVnJy7SxelUWpMCVjhvvi7unF/OUZXDh3m7r/Vu9FFEUWzd/Job2/UKGchp0/5jF1Ami0Cnx83HgYk8HMyb6EhWhw0ztwOAUGfpBIRFk9azdn0PiVXy9NAFCvflm+X+7OsjUZ9Onug83hZO2mVFIzDTRo9J8VmnPx5/jLwi4IQjsgRZKki4IgNP2NdkOAIVDwcP+3IpPJ/rZa4UXFtasxTB63lI6tNdRqqubMxUcMHXSS2QuH/2p6eWxMCvv3/EJogJ3vvglCkhxoNTB2ahq3o2zs/yEYpUJg988OMjOdjHrPk0Z19dy7b+erb3chOiWq1SjNwb2nsVqs1K5Xhdc71kGnUyMIwlOLU5Ikcf1aLCeOXUOSQOcVTuM2pykdJiMj04nVJuGwZ9G7qxt6ncC+w5EcP3CXqpU8WLAsiyoVDUydGcObHXWUKaHnp7251K+l4PiJZFavT2LCJyXJznGwaVscFouDdj2uEhyo5p0BwRzaXo1ug+5z5aaVUsEia+YHMndZFo/iHbze0sCjBAc5uSIaFVy7acPL00HT+lrSMpw4RQmZE7w8ZETF2IlPcuDjJceU78TN3YBcISffkoXdJtKupYGqlQyUKZnH4I+TKFFMSXqGk6QUEXcPHZ6eSg7svcjKJdto0URDrSpyer9zj3KlVVQuryI61orNJqFUwgeDPTh90cqHgz14o5Wenu8kcfb0bRz2QIZ+mkjl8hp27o1HdDpRKAQGfZhIrep5jBhajI8nnKF3vxaPqznu3nGByOtn2fZ9CZJTbbw3MoWhffXUqWEg2yTni5km7kYaqFvTj/hHqaiUIq1e0fL2iGhq1qtC1x5PlzH+dxQKOTPmvMuyRbvo0PcykgSNmlbl67ntinTh1MWvUxS/cgOgvSAIbQAN4CYIwlpJknr/eyNJkpYCSwGqVi8pPd3Ni0Pk3QQ2rP2Z+5EPCQr2pXP35tSsXfoPn38/KokNaw5y93YM/gFedOrWnPoNy/2hcyVJYtG8H+nfTUvsIwvrN2cSGqyhbjU561YdZOSn3Z553s0bj8Bppn93D3y8ZTgcSlJSrdSoosHNKEMuF0hIcfLjLhMj3/OkTnUNDgdUitDh6SFj2Ke7ibrpR9/ubhj1CrbvPcgnxy8z69v3nrm4vGzRHk4ePkGH1nokSeLwlUy8PJWMGVECtVrG8NG32LoyiJxcEb1OxsA33XjroxSqV5ZTq4oX73x0l1caaAkOVLB5ZzablwditkiolLBqYw7937tJozo68vOcBPoraFJPTWycnYHDbuPjrUKuVNPm9bpYUk+RYxLp/LqewSNSCPRXUKGcirQMBz9sM+HjLSM+0UGV8iKbtueRlyfSpL6W+rXU/HLOzK27VpyijErlC76G9Ho1l2+CX4A3KekiMkGgTnUNMxfl4+MtJzdP5OpNC15eAmUrlWb5oq2s+jYYjVpGVKSDVxr4sWR1FiCjRKiaBw/NGPUCarWA3S6hUICPl5zG9TSkptyjQoQnplw3UnLcCS+ZzMfv+lA6TMmug3ls2JrLJxOi8Pf1JCEh47Gw79t1kvf7e2HQy5mzMJk+XYz07uJOZLSVcmUMfPGpDyMnJtOrqz8lSgZgMllwc3NStVYZps986w8tVHp6GRg9rgejxnYH/tjipoui4y8LuyRJnwKfAvxrxj7y/4r6y8TdO/GMGzmfwb0MDOvtxp3ITGZPX86QYT1p2vzZ6e7/zv2oJD75cB4Duut4r5c79x+YmDdnFVlZnWnT7rdLtAKYcs1E3n3E90lW3uxgoN2rRm7esbJ8fSYWxyWGf9yJe3fj0WhUlCodgCAIZGXmsea7PeTl2fD1FkhKtiKXC7gZC2q7PHjoIDbOgUEvJ+qBnWYNtGTlSmjVAkqFQINaKmw2O/O/CsbdrcAnXqem8VeTUqIiEzl68ATrFhd7HJ9er4aMdz5+iLeXkpu3cqhZRU1wgBKL1YZWI6BQyGjzqp4TZ3L5YIgfSOnIZRI/7srlzQ5uGPUyoqJtrFifydlLFuZP9SEoQEmxECW/nM9n9OQ0xo3womoFFas35VIuVMGNK/eIfZBPh34J6LQyypVRsWl7Dqc/txIarKB9KwPzpvpy5pKZfu8n06CWFlGEWQuzeC/WjtniRK2SoTEYWbU+FaXCyU970olPdFC+UjlWb7xLXIKdH7blUKW8ihu3bcjlAh3bGjhy0swvxy5SvZKKqTMtRMdYUchFDHqB1HQnUTF2GtZRo1bJcIoiO/bn07aFHjejDC+PArdOejZ8OT6EcV/EsvfneNYu8CGijAqFQuC9gQV+9wtXrNy4lVPoSy0vz4ynZ8GL6H5MPl3auWG1ifzwUzYXr6aTb7aTlS1yOzKfGlWMaLUaDp8S6dS74Z8WaJegPx9c30VFzJqVe3m3n5EObQtcD8VDNfj5KPli7i6aNKv0uzf6hjUHGdBdR4/OBUkixUI0BAepGfH5Llq1rvGbySEAKrWS3FwLY4e506ldQcJFlQoaPD0EPhyfSa8uk/D3kTCZnCi1Xnw+uT/rVh+kRUMn8WFGrt6y8XYfLXGJdtIzRTw95Fy7bePufSe1qsrx8pRx464NT3c5/j4qZHKBW/dsGA3yx6IOBQ9080Y6Ll+NfCzsoiiyc/t5li3eT5UyNhRyJ/97C3q4K2nWUMcv53II8IO0DCdWq0hSshODruA3S89wotPChcs55Jud7D1kIqy4joa1C6JFVmzIJiRIQae2BsJLq8nJLYjNrlJRQ/vXDCgVAsMGeVAsRMGazWYS4uLo182N9q8ZkMskFq7M5naknR4dDUwc5U18ohNTvsjug/kM6ulOt/YG/HwU5OU7mf5tJrsPmpArFcxZ+D7rvz/C9UuXGDbIm4oVPDhzPpuv5jk4f1lkyhhvjp7Kx8tTzkfveBAUoGT4IAeTZ2Xy8/E8xgzXMn9aMKLo4OJVK4NGJDN8XAq9OheI/bbduVSMUNPuVR0KhUBSioPzl62UjyhY0oooo+ZepICPlxKnQ0IQQC6DutXVnL1opkTJ4ELrK9VrV2DPgasMf1tLSJCGm3cszF+Rjl4rY/ZkX2SCyLzl6XzwSSRDBwVx4JgFT/8yVK9ZiqjIRHx93XD3eLJJh4t/HkUq7JIkHQWOFmWf/23cvR3LuKH+hY5VrWQgIy2JUyduk5KSTUiINzVrl35m6va9OzEM7Vk4Ay68lA6kJNLTc/Hz++3sOLVaiVIho2KE+nHShlOUKFNSidVi492+WpxOCX8/JckpNsaNWkpiQhpr5/uQkenB2KmJWK0i9WtpOH/FwppNuRj0cr7fnMeX89LJynYwdmo6307zQ5Ig9qGNKbMz0DyjNEBcggNPrwJ7U1Ozeav3DFSydGpGKLl83cyIMXf4fHQofn4eCDI1SakOfP0d1K3py6jPo2n0Rhwe7jIcDomObQz8tMdERFk1m3eaGD/SG5UCdh3MY8o3aXh7ylk605+fj+fjcIK/b0E2bK7JSfFQJQq5wKbtuUQ/tNOojo64xGxaN9PS5XUjCjnYHTC4tzu/nDeTnSOi08ooFiKQkubg2Gkzq+b6Y7FKJKc5EEXo0s7AvkP5KBUS0yd9T0x0Il4ecOSkibAwN+rUNBJeUsb0zwIw6kUWrcxm1Tx/rDYJm60gsqRXZwP7juSxbU8ul69b6NXZjeqV1LzeUo9MoUdEyYz5ccgECbUKFn+fjcMhsfNAHpXKq3BKBS88tUbGw3gnpjwRX28VWdl2rFaRi9espKbL+PizloX+Lz17N+PDoTfIzI6nRHEtU2Y/JMhfxq51xRAlgYQkK+/09yEhOYPth4z0G9SZqMh4+nabXBB5k+ag0Ss1GfZhhyLP4TCbbVy8EIUoStSoWeovx5enpmazfNFufjlxDYVCRpPmNRk05LUXvgSIa8ZexPj5eRIdYylUuCouwUJqWi5rlq2leiU1R/bYWLnMmy9nvf3UzMc/wJv7D3IpHlpwQzsdIglJ+eTkOjEa/9hNHlYykEeJDgTBhlotcOeehf1H87HZRFZ8/4gGtbXsPWgn1ySQnSkjPS0HN6MboUFKZk/2Yf2POXx9zsKNOza++NSfqAdW9hy2kZunITgIqlfW0nVwEkaDQHaOiNWupHyFEDZuTaVrBx9kMoFzF7NYuT4JL++T3LweRWZmPk3r5DFuRAiCAFHRZhauzOL90Q/INgk4nRJJyQ5OX85m8/Yswoqp+OhtD4ICFcQl2BnzRTp2p8iJ02ZWzPEjIlyHSlngPhk1KZWkFCduRjkRZVR8NT+DVxpoOH7aQlKKnQrl1Gzfl8ugnu7Y7BLjpqWRm+ukfLgKtUogKECOXC6QmeWkXGkVB4/lc+++jTKlVPh4ypFEyDOLGHQyAv0VJCU7CfBTEByoYM2ikuzal8bGXImda4tx+aaFabOiqVbZgzrV1SjkDvLyJSxWCaNBhtomkZld8CWh1crQamTMn+7D3SgHU2an06erkeAABd//mEN6hkSxEDV5+XY6tjVitkjIBIGpY72ZOCMDtcbB9j1pbN2Vi39QMRZ/n86bb6jx9pJx9aaN9T/mkm9TUrZc4Q0/fHzdWLTiI3b+dI7NW46SkSXQsLaKO5FmAPQ6OUH+cprUU7F4TQwPopO4cPIo6xcH4+erItfkYNKMq6xYoubd91//K49LIc78cpcZU7+nXKmC/8c3X9n5cOSbNPkPE5osFhsj319Ay0YORq0OxW6X+G79NcaOjmPuwmF/qSbOPx35xIkT/98HXbxk7sR+A5r9v4/7/4FarWXZsnPUrKrB00NJapqNUeMf4O6uYOPy0jSoY+SN1u7ExqRz8nQGDRoXrpNtMBpZuPAM1SqpEUQzt2+n8OXcBBKSHFy7FkPtuuV/t8SoKMnZs+curZr7sm23ie83ZZCX5yAiXMXk0V40baCnR0d3ck12dh/IpH4tI0o5mPJE5i7J5MpNG2kZTsqFGxnzUWlCgjVs2JbP7EXDOXUqhnv3sujQ1ovw0kYystWMGN2LPgNasXL1bVaui2PLjgyWroqjUV03PNxsRN6LJ/JuIlM+8SYoQI1cJqBWydixNxelEiZ/4k2XdkYa1PXh2KkcklPMzP4iiOBgHWazDZ1WRkS4ihNnLDSuq+XVRnryzSJajZwcEygUCo6ezKdDK0+0uoIqi/NXZFMsRIHBIGfFuhxCgxVMG+dN/Vo6SpVQsmFbLj5ecrp39ESSJCRJQquG+d/lkJhiZ+vuPO7H2Dl80szFq1ZUSoG2LQzkmwuiVLbsNOHlpaByhIqmDfWcuZiHj7eCZg0N+PvKWbI6HYVMpE83d1RKuHnHRlaOk5BgJfn5In4+cg6dNHP9thWrFfq/6UZYMSU/bM8jIdnJnfsOOrTWoVZJxD6yk5RSsIEJCCxamU1KmhO1SiI+Po9792280rI25y5ksn5LIvsO5xMZbeezj0OoWsmd3fsTadai8DqHWq3k9s2H5GXcY8wHgVy+bqJ3FwNOJxj0Crw8lWzfa8LXR8WB/XeZPMafmIcWJkyP5tulcYhOBydPxtK7f4siEcjsrDxGf/Atc6b40u9NH15r7kbdGirGTz7NKy1q/Ucz94P7r2BKv8m4j4LQauTo9XIa1DHw4/YEgouFERjk9fud/MOYMX1r4sSJE5f+XjvXjL2IebVVVXJz83n3k70o5Q4sVoGUVCe7N5R+7F8XBIGBvfxo3/syo8Z2L+R3r9+wHNnZXRjy0WbyctNxNyp4vbUvy+YF8926FGZMXcdX37zzmzZ06lqfzIwcOg84hN2aw+IZ/kyfl87wwR6ULqniwUM7RoOczm0NTJ+TxujhxXlv1D0cTgeTRnlRroyK2/dsrN9mZs0PyTSo54HNDu+/NZugAAgJkrPnQDb+IcWZ/k1vyoQXlMqdv+xD4h6lMWPqD/TqKufcxUyGDfKgZDEjvYfG4RRFEpOs+HgrcTgE7sfa+WaKL15eBnz93BCEVHp0ULByg0S5UgLpGRZkMgUatUjNKmry8kXuRNkQpYLyrNk5ZjzcFTyItZCV7eTzGYkM7mMkMdnB2kUBqFUCMgG6v2Hgo/Fp7DqQT4WyKjw9FJQK03HgmIXdP5to1kCNKd/J4tXZeHnI8PFSIiCxakM2crmcYmFB7D2STkZWOsVD5Vy+bkUmE5g82geb3YlWo6Z4iIroWBtN60tUr6TFZLJzO1Jg7ZYc6tVQ0+V1PWOnZXD8jIU2r+q4csPKtZs21swPYMwXaVy6ZqV6ZTUXrlgIDpTTupkbo97zwWhw8MO2LHbsM9GnqycJyXZOXzDTvYMbPbsG4+6hx2yRGDrqAllZNrauqYyXpxJ3NzmCIGCxiCzrcgebzfGU22TnT8f4cpwv4aW0fL8xkWVrs+nfw434RDtHfjFz+YaduV+G0abbDaJjzKzfnMC4Ed5Uq+jHlZtm3huTzJ5dF2jf4a9nXp84dou6NZRUiHjyBRteSkfzRhqOHrpOtzf/fBLgw5hkqlUsfM2CIFC1goqYmBSq1yz1K2f+9+MS9r+Bjl3q0+6N2mRkmHB319GjwwQ06sI7+6iUAk6nWKh4kSiK3LubQGCQNxEVitO8rpHXW/mg0RTMiAb19qNdzwekpGQ/5Wt3OsXHC6symYzB77ZBRIY87xRVqgYjk2WjUcuQJAmdViAuwYrdAXK5gIeHkooRelo0UVC5vAZRlIgI1zBtrIEBHySx51A2ppwsRrztSZUKWi5ds7DzYB5mUyr5+dZCdoSE+pCWkkZ+Zi6fjSiYIaem2ShbSsm+Q/k8jMsmPsmJm1GGRi2g1chRqxU8iE7CoJNoUEvDd+uziYq2Uqm8iqgHdvLz4cgvZjzd5ahVAheuWGjdTEdCspNVG7PZfySPt/t5kJ3jYPDIFKpX1KCQC6hVAgqFgLubjA6t9Zy9bKVWDS+Cgr3w8HSQnpXLpp9ymPaNFZVKoFFdDVUqqtHpBCaN9iExycaHn2fg720i3+QkMdnOgaMmJAk+ftcDmRxkThlZ2Q7OXbYxrqk392NsXLxqxpQnYbFILFmVxQ9b5dgdEvFJdrRagWu3rHi4y1k22w9vTzmvNtFx7Bcz2bkiRoOMzm3dSM9WY3TXk5GWwZsd3Vm2JotPv0ghPdOBRi3QsqkOSZJQKuUoldCnmxufTHyEQiHg4f7ksS6Y5fPMrfQyM0yEBBW4zuZMC2fC1Nu83rvg67BVc2/mfRWOxSqh02tZuiqB6Z95U7uaFihYsP1shC+rtxwuEmE3W2y4GZ620agHs9n6jDN+n9Di/pw/6qDPvx2TJIlrt2wMaPp8M2D/blzC/jehVCrw9y+of1K/URU2/XSXoYOe7FCz4cdU3D3c6dV5Mrm5ZkqHh5KYkI5RZ8Wgl3P2fApVy/g/FvWCPmW4GeWYcs2Phf3A3susW72H+1FJGIwG+g5oRc++TQEw6DVYzArkchmN6nuyZVcOo99zRxQLfL7HTlvRGdxY9UM68UlW6tRwQ6mE5JSCWbFSIRGfaCM+WcaEUd706VIQMtewjg4/Hznrt+Vx6sQNqlQNK3Ttfv5eXLkYR90aAWRnO7h4NZ9XG+v4ekEmQwe4M6Cnhl/OWZizzEy+RYkq14SboUCA9/ycR83KGj77Mo3hb3ng5Snn1l0rqzdmo1LK+GS4D0tWZ7J8XTZ2u0R8kpPd64shCE4EJKpWVLH753zKlFSSly+Sll6QSWqzg0ajJjjEh592pxAZlYNS4USlkrNukT/BgQqOnDIze1EWuXlOUtMcLFyZQ0iQHA83B8dvO2jZVM/XE3y4F21nzaYcjp0206OTP6MnJVCqpJHatf05dymHlZvzKRVegsY10pk0ypuH8Q4kSWL1xmwePHTQr5sbVhuYLRJ2h0RquhN/XwUr1uXQtoUbW3blMffLUIxGLRazgeTUXKxWgRLFFHwwxIvNO0yULaMjPsFEZoYcTy8DNpuIUxToNfgWdWoa6d7Rn1rV3Vi9IYV6DSujUMgRRZG7d+IRRYmy5YKpXLUUh46l8UYbH3y8lYwfHcqhY2kcOGbn2xllMZudjJ4YR8duzVi9bCchgXLMZicWq0hahkjjBgFM/iaGs6fvkpmZR8VKxR6Xk/iz1KpdhtFrd/B2/yclmvPznRw8ZuWzqX8sh+P/8krzSqxfvZfl3yfTvZP3/7D3nnFSVPv297e6OsfpyZEZGIYhDDlnJAmSJYgKIoioIDkoEhQwAIIgwUAwoCRBJecsOSM5h8l5pns6d1c9L9o/Xh6Px6PHe+/Hc12voKdqV3WF1Xv/wlrBGPvKfFBGUKdehT805l8Fgiz/z/cK1apTQd57aMb/+HH/t1BYYGfs8EUkRDupW0PFj1f87DlUSrMGBka/EkV4mIoVq+6wdoOdb75IIyZKw4lTeYyYeJ/Vy9KokBScJV28bOeFUdk0bppGRJQFo9HA7q27EQUnFrNAVJiC3Yec1G1cl/mLXiYzo5BRL8/h84VxqESJV8ZeJSJMQaVkNTY77DvsQhKs1GtQiT07TjJ8sJ42zXTERKtRKuHyVRc9X8hGlhXs/z6e5J/OA6C4JEDrng94ekAPhgx94pHve+jgZSYMn8fwFyx8u9VGVLjIj1c8jHklhCb19VgtSsocEgs+c3D5qoPJo8MIswocPulk4/Yyls6N4shJF4dPujh41EWD2hqe7GwiLz9AVq7EoGfMXL3uYfv+oFvRnLdiuHLdgUoJkeEKWnTLZP7b4bRsHJSyvZfhY+SkAiqUN6HR6jh7oZRXno+guMTH1evFXL/lQRAgNVnNhFetfLG2lGs3fTz7pIn6tTWs3+LA7Zbp19uE1ysTahVxumS6P5eFrNDRrmMTbt+4Q15eKYmJEfQf2Ik5733N7EkidaqrUShAkmSKigM07ZzBnLciaNJAT1Gxj8vXvEyYXkBAkomIMKIQNcRFw7rPUx/Oso+eKGbA0BusWZpIdKSKIWMeMGtqOJUqaMjMCaDUWOn69EX69Q6nVpqSB+kuvlhrQ6c3EhIWw6x5L5ObW8K7b32JTu1CFKHEpqL3M+1Z9eUW+nbTUbuGgYuXHcz/JBuDUUudmiauXHfTuHldRk/oxaBn3+Olp71UqaREpVJhtRr58YqTF0bcpUG9MOJjlZw866bZYw15dVS3PxR3X/bJdg7vO0SPJ/QoRYHvtjmo2aABI0b3+KOvHrm5JSxZvJljhy8iigpatanLi690wmz5a1bFhJv6nZFlud5vbff3jP1/AGHhJj79YhwH9l3i3p1sKtYwcP7SVma/lYBOJ+JweOjWwYAsyXy3KZ9hL8ZTr044ndsVMeL1O4x+JZaLV5x8+Ek6MVEiSWEX8Htg7XcOZKBrez25+X6u3nRTt4aaK+fOsnf3j7RtX5N+g7oyYNgmalYNEB+j4ocTblDoaNkkhJFDw3h9RjZPdG1KizZ1mTp+IYnxGiLCZa5ed/PBpyV072Bi9yEnmVk+oiNUGAz/z/DCh9MpU1jkYO3KH2jdvsZDo4IWLatRs35Nlq86z5cLoqhcSU2bnhk0b6hDoRCIjtKQkeVl6vh4ara8xOzFJfh8Mtm5Xma8biUiXElaFQ35RQGKSyRmTIykqDjYur9tbwkSUcTHCWTn2khKCNbOq5QCGk3QOKFxPQ1j3yzgsWZ6NCqB77eVUWwLIOHBZnMQ8PuxhogcOFLMg3QvTepruXPPhz8gExkhkp4ZwOORqVdbizVExOGUaNFIR3hoUMjL5ZJJKa+mbUs9l66LtG1fi+nv9kOSpIeEtuwTE/kFZSiVyp+SswEMehGFAmYvLiV1pxufX+LoSRdderaj/4BWiKJIWLiRF5+bR93HzmI2CcTG6LmbDv6ARHSYD70mwOBnTYyalEP3jmZEEdZuyuep7hZGDwuKnzkdHqpVszN+eikrl43G7w8w9fWlvP6qkVbNgv0RZ87bmfjOFqa+8yL7dp/hh88zCA1PpEPXVLIysnFLel57sxUNGqYA8PVtLi0AACAASURBVPzgLnzyySomjzFTq7qRHy+XMX7qXbp2sPDOlHJAcIY97LVT7NmVRPsO/5qZ93/F4Jc7Uq9hZQ7uO4ckSQwdU+vfjoNHRJhp37EhieXjiIoKoWXrtEe8X/9T8Tex/w9Bo1H95Fxfm9Mnb5GaokOnC8bdAwEJpVKgdnUtG3YGS85EUUGVKqFcuqtjy8EQDu6/RFKCks0r47GYlHg8Ei0baxgyLo/dB8uYODKMejVDuXzDw1uzi/hi2Vbatq9J955NaNK8GpMmfEFiRBa7v69MqPXnRiKTUYHT6cHr9iGj5N35RZTYfFStpKZfrxCqVNKw97CL5atKMegFwsNU+Pzwxju5yIgkhl6h4MFlXhqwjTGv96dZi6rYSp047WUMeCoEhShw87YPs0mBwyljNEKZw4/TJePyK4iNCSG1kp450xM4fLyUd+feZuaHxZTaA7Rqomfm5HBcrgAIAsfPeJBRcvGKiz0Hi9l/2Ik1RKRPtzIUgM8HsiRz846fJXMjycgM8NV6G6ISej5h5OARL0pJRBTUvPP+fQRR4vP5UaRV0aBQyHzyhY2XxuZy54GPqHAlFpOC0BAFCXEqrt3y0rSBDq8vKDBWVOzn+i0vTerp+Wzpdpq1qPrILLV7r9asWLeGyikqysVr8Png3Q+LMBqUbP2mFnfvu8gr8JFVUEqHJ+qw9KONZKTnUVjowOuyERYik5ggcvpcKSV2icoVRa7d9tKmuZ4u7fUkxSuZv9TGsTM+kP00qhuC2+VFb9CgN2hoUFeD1WynIL+Uy5fSSask0KrZz9LIdWuZaNnYzvWrmYwe3+sRs5MnntJz7YaN2TM+Y9L0F6ldpwKPta2BLMvM/ng7Dx7cICoqBI9fzYxJP4fh9HqR5/pYWL/zxB8idoBatctTq3b5397wX4DT6WHS+GX4nFk0rqfi2D6JL5Zt5qlnH+fH89dxuz00bFyDjp3r/cd5KvxnfZu/COISwrh5243HI6HRKNDr1eTnBjVEysUHl4iSJLPrgItnnutKdIyVY4cv0P0JE5af4o8ajQJriEi7FjqUSoGObYLVBC2sItMmCAyflPkwMRsZaeG5Qe345ouVmIw/J3Fz8rycu+hBH3qdK+fP8FJ/PZERStZvKqV+bR1dO5iZ/G4uZpOAJMGISflEhKu4fM2DTqfmzP6aD23xunVwMPT1r7h1qy3rVu1BSQnVq1iJjVGTneOjfSsj7y8uZtigEPwBBSq1mdmL8nnmuQ6cOXWFMVMy6NDaQOVKZq5cK6FebS1KERBk4qJFNu92suIbG5k5ftIzvXTvFMbyeUY+XFJI7xey6NLeiCTL7PvBRa8uRswGBbfvu/nxiodXB5l5b56DFGMilSzlkCSZayUPyPSnk57jw2IOJiDbPWZg8ReluN0STmfQvDoyQkn3DgaeGpKNXqvgsWY6HA6JeR8Xo1AAssSJo5do0XAsi5eOeJhv6NGrEffvZfHMsIMkxUncuuultFRi1rQkzCYRi1nJouWFVKtRmcVzv2TEi8HqodffyiE+Rsnbb0RhNinJzPYyaGQmLZsamPtxMXn5AdIqqzl5zsWRE2U886SFOw88lJa6SX+QQ0xsBGaLHpvdj90hYTLrKS11Eh35y9BIVLiA3RYMZ/0js5Pk8sVMeW05sfERFBeVkZJajsnTB5GYFMGd27m8M3nBL5KyBr2I1+P9096VfwdrVh4k2prD9FnlHp7n8hX3+WDmF0yfmIjRoGDD9i0c2n+OWfOGoFSKvzHiXwd/E/v/AmJirNSqV503Z15nxEuRhIeqOH5WYvFnxbwyUM2O3QVs2+tEUMfTolU1Tp+8hTVEidMpPTJOiEWJzS5Rr5YWZBlJCsrrVkgMLjV9vsDDmUjTZpXZuyOFF0ffoEt7A/YyiW+3OmjXsRmH9x9mzZJEnI4yPO4y2rbQMnBEDtGRKr7ZZOO7L+KJiVRyP1PAJxnYuiObexmBh6QOEBMFJk0JG9ZsoF4aRIZp+eGEk9bNjRj0wdK7ErtI/1fzSE2NwOMt4omuzRnwQlue7t+KXdvPsef4VW6mB+jXR0+bFmaWfPGAfkNzkSTIK/Dj9shUTFLhcAW4dsNOt/ZWGtXTEhWpoFKyih37nGg1ArsPOtm210H9mlp0OoFTF7yYsFDdmoxCoUCSZaqakyktKmXPARd1qwc1YJQiGIwi40ZEcOgHOyMm5dO/l4kwq0hOboCtex18tsaGqID6tbXYyyR+OOFi7lvhzPmohLHDF/PdlumYLXoUCgVjJvSi3/PtuHMrh+gYK1mZhXyxbAtzP76BwaijRu2qXLl4k7dfi6BuLRPp6SXkF/pZ+G4EJaXBJKIoyrzY38K6TWV8MC2CtRvt7DvsRKGQMRgE3pkUxYGjDhYuLWT6BDU52YWISg3vL8qhWcu6mEzB8NeXqzPZsCWTmCgNVSobsZgUbNhexhvTgs1L589eY3j/nytFHGVujh7LJiezBFHKpXM7A0UleTzf9zjjJz1Px8718Pi1nDpro36doOuSLMt8t6WUBo3/sbvS/zSOHDzDtLGhD0nd5wvQtL6CletkWjSxYDEradk0hJfHPeDQgcu0bvvbWk5/FfxN7P9LmDCpL58v3clzrx6lqNCO1+OlapUQdu4vY9nKIiJi4jEbC+ndZQqVKidSUCSz5wcXfbp5qJSsQUbm+m0f+496aFhXR2aOH7VawOmEu+ky0TFhqFQ/E69CoWDq289x+IernDx6CY1Oy9R363LuzB3aNNdiMIgYDBYKCwSKCm1UraRm2pwCysWpiQxTUlAkUT4pnLMXXZhMCu7eK+OHYyVoNQqqV9VTmF9CeJiIwS3Qq7OJyilqBryaxdvz8nn8MSMXLrs5elpmwuQBNGlWFbNFT8hPXbdarZquPRrStUdDpk1ZxadfHmLZihwERYC2zXV0bm/k+eE5fDInkuRENSW2ACfPuJn4Ti6FRQEWz4pEAFZ+a2fd8mhKbRJhoSIGvYKps2S+3+bA7InD5weFQvrpeghoPFZ2H7zN/Qw/Xp+MxaQgO8dLSlUzSTECb39QwJkfPRQUBni8tZ5xQ0PJL/SjUglYzSLzl5agFKFnJyP2MonP1pSxf99FuvX4ufwvMtLysIIpqXwkjZtW5qMFm9mz/TB4bnLvdgZh5kR8Pj3+QNDAIzJC5O59PwBKUUFYqMjd+z4qV1QxfUIYbrfMgBHZtGoavH6tmhjIL/AzamoBxcUBjBYPjZvXZtio7pw9c5u1Kzby9sQoqqYI3LzjZsHSAmJjVFSvrGHhB9+QUG4oZrOB/AIfMVEafL4Aly7nsnGHnYrlVaxbFoter8Dnk+nUzsvgMcvY9N1BKqaW57UZl+nczkFCrMi+w27cchRjejb+n3iF/imyMgu5ezefqe/5SE7S0adHFBXLKzHoFI+sMhQKgcdb6Tl35vrfxP43wG5zIigUGI1/TMtCrVby0rBOPDugNf16T2fxzApUTgmGYd5fcJ/DxzKZNKICFZKs7D1YwNlTMg6Xin5Ds6lXS0NZmcSpC376PteJzXtPULWKmqQEFcV2WLa6lM7d27Di871cPH+NEKuFJ7o2oU7dZFq0rEaLltUense1qxlklf5cGRUWbiYs3IxaK1GtRhJXLl7lzn0X6Zl+Fo/LJDVZgygKZGS7mTnvNlERavIL/PTopCc3X6JuTQNZOX6aNzIwuJ+FD5eWsuZ7Gw6nTIvWjTj6w2W+XLYZgOSKcbw4rPvD8MXxo9c4cfgEIwebaNdSS0mpxJyPihk5KY9uHYy0aKjH7ZGw2SXatNCxY78Tp0tGAAx6BYGATGSYiFJUUFgUwOmUyM0PUCFRyZ3iEjxeGb1WwB8IrmxyXcX06WNg2vgwdux3MmtBEfExKqZMeUBKsppGdQ2cOOvkbrqXuBgjfkmNQS8gCAHCw0RSyqtQiOB0y6RWVFFWZsNW6vzVey5JEnt3XeDy2eN892USJqPItav5lJR6EZWFJMSFEWIR2feD8+GPt0KE3fsd+AIyTw3JIbWimiMnXVy/5eHrxT/3MvTuaqFmmoa2vTJYt20K1tCgQNjar3czckgIj7cOJf1BPnVqwKKZUQx/o4DNayqzYWsBi+d/S8cuzVm4dAtzZ2jxeV3cuONBr4MnOxkxmYITBL9PJqW8SLMGKtKq2XG6HegNegK6elzLcvF4j4q0aFXtf11zPSO9gNHDPqRvNw31qmuwlclMm3mbwQNieHC/jNRKBizmn88xNz+A2fzPTWj+avib2H8n7t3NY8Hcddy6cR9Zhhq1KzFibK+HNeu/F6dP3qJmVdVDUrfZ/ezeX8SncyIxmMAaoqJXtwiKSwOcuxGLWq3g3t1cKlZKYtOcJ4iIsLB1UwLvLNiO01mESq2hU7fH2LvrJHWqeRjY00ROno0P3llK3wE96Nzt59mk1+snPMLM0sNOend1POz6u3rdwbGzAZq1TObHs5dZ/Z2dKze8zJoSjsMpsX5TGS0bBxuVxg+zkl8Q4PUZ+axcmoZer2DK27fIyfPx1bpSRgwOoVplLT9edbNgyQniYlR8OC2MyEg91+96mDF5KXMXjSIjvZDRwz7ktWFGGtbRkp0bQCEEW+2ffSWH1BQ1AUlGq1EEY9sIiCLk5Pr5blsZvbsYKRen4vgZN9Uqa9BpBa5c95KTF2DxzGgGDy/i7K27xKpjkWW458xEHWpn4og4Llxxs/SrUpbNj8JoFNm2p4wv19hIq6whMUHJ/Qwfuw65GT1UjSVEQ3FRKW6PxM4DDl5/NTQos3vHT5kjgN7wS7kHp9PDsk+2sWfHCbKzi6hRRUNOnhezSU/fJ6NZ9Fkeg542Ex0TRt8nYxk5+S5PdTOTkuzm5DkvG7Y5SEpU4/UpOHLSg0aronYNDbM/Kia1kh6TQcG9B25GTc1DpVLx1qTl1GtYnXJJUezdfZ6bVxScPGOj42MitdM0xMUokCSwl/np2jGMBctuM/Xt58nJKeDJ548QHuLj6rVStNqf7fqQZWR+anYSBCpW0NOxbSjeOZkYjVpeHvbEL773byH9QQFfLt/Oj+dvYjbreaJrC7r3bPRvSxSsWrGHvl3VPNc3nsyMAqSAl/HDLIyYlI7TBRNGxj3MP1294WTTThcffPTbkth/JfxN7L8DZWVuXh/9ES88rabLOxWQJFj9bQ6vjfqYZV9N+EPJF1l+tCswPcNDfKwSq0XEG/h5u7o1DZy86GTWByN+MUanrg3o2LkejjI3eoOWr7/cR51qHiaP/dm2r3YNI4PHbKLt47XRatUcOnCJhR+sJTpCRiUG6DXwKs0ahaPWKLlxJ8C4NwbwxriPmTgylONnXeh1AodPuNh32EX/3iZiopTotAqmzCxizfIUqqbaKSzy0ah+GDWrm1mwNId33wijbQsDpXaJxnW0WMda+Wp9GfVq6cjK8VGrqoY+XbRMm7yCH89fQ6OSSIhRoFZDfKyaG7e9JMWrKBenYvcBB327Gbif4Q9KBSjg1l0fBoPAd1vLeJDhp0olFaOmFNCzs5Em9fUsX1WKVi1w/pKXGVPMfLU6l8PHMnF7ZJQRKoYOMmF3SGzcUcZT3Y2kpWo4ec7Nxm1lrFsWjTfo4cyQ/gGGvpbPwOG36dbBjCT52byzjOQkFWo1nL7gZuFnJVjMKr75aiMR4WZaPPazBtDbb35FmP4B65YnUFps4MwFO6Mn3uDzxVV5tk8UXp/MC6MeYAmxodEaGPRyH3Jzi9h7qoja9apSM/sYk0fqUKmC+veVK+k5cryE/kNv0qrbA8KsAiW2ANYQkYkjTJhNORw8lsHstwtIq6ymSiUlO3bnsn6DzNbVCUhSUN/e/FN1FQQb6oYO78rTz7Zm44YT+KWdFBXYWLuhjJ6dzYSGBEMxFy57uHbbz+xGwbj6Y82MrNlyA/h92k95eaWMHb6AZ3uoGDMwkrx8LwuWbiEnp4Chw7v+rrH+/7hy6RaDnjSjUAgklIvA4fBgNHuxhLiZ9eHLLPt4A9v33sdgUJCTLzB87LO/cPj6q+NvYv8d2L/3R2pWlXmyy88PwfPPRHL0dDonjt+gabPf7+dYr34yC+Z4uX3PRXJSsDkoPdNHVq6fpPI/N1Fcue4iNj7hF/vLskxWZhEAsXGhCILAj+eu8ULvR+1nExO0xEYJ3Lmdi9msY8H7K5n/diRVUoMORpu2FzLnYzsTpz7Fmw1S0OnUuJwu6taMJCFOzY69drbucbL6kyhCLCIqlYK0ymrGTyvi+CkP5cqZmTYnlys3XGzbXUhEmEjblkasIWoMBh/5BX6qpKrJyffj9wuEhynJyHZQXOqlND+blYuj2bLbTlZegKRyEhlemRCLyJUbXnJy/eQV+BgwIpdnepjQaBR8vtpGYrwShGCVTk6un+REFU92MiOIej5ZUcbVmz7q1lSz64Cdsxc99O1uZtI4K7MWFnHlbii37nvw+WR8PkhOChpU7DvspHN7A/GxKtIzg7H38uVUtGmmQ1QqWbuhlIISFWqliE4bYMTkAvx+GbtdJrGciFbl4N3pX9Gs5XuUljg5eOASVy5eY9e6FERRQEBPi0YBMrMDbNxWwMBno4mJ8KBSC3TtEMKN2xIXzl5n5gdDHkrLRkaFMGvhOqZNiKJqZQNXrztYtLyEydMGsOyjb5n+eigz52fx2YJoyieoycr1sm13HsMGWhj4jIUQswK/T2bQ6FxeGZ+N1arm2d4xiKLAirX5NGhU7aFpuDXUyHPPP8b1K3fQqG5y6UohrXqk07KxjhJbgNv3JN6ZnIzJGKSOjEwPoeG/fC5/CxvWH6FjK5F+fYJVOFGRauZM19Jz4FGefrb1b/rz/jOEhYWQkeWkfGKwoc5g0ODziwgKDTVqJbF0xQRu3cjG5fZSuUr8f1ypI/xN7L8L2ZmFpCb/claemqwkO6v4D41pMusZPqYvL49bTZvmWox6gYJiBfOWOJj+hoxWK3PwSAlfr3fw3rxHvSZv3czm/XdXYisuAMBsDWfcxGcIsZrJybPhcHiwlTqQJQm1VktunpeQED07tp6mS3sdVVKDoRdBEOj2RDhb97hQKkV0P2mrW0ND+OG4i+f6hDBlZi71a2mJDFfi9sggQ6lNpkt7A3sOF3HttooefdqwefMRJBkUSiVXbvpp1jA41v8j6WDySgYpWHO+dWcR44eFExstotcpmLmgiAmvWqlfU8P1Wz4WfFZCTLRI3Rpatu91MPl6IfVqabmf4aNdSx1N6+s4cc7Dqm/tPP+MhpJSifRsiZu3HUwdG8aaDTYsZoFujxtZt8nO3kMO0jN9PNlFxbebbSgFHXGxSrbvdZCcpMLjkQkLFREEkCSomKSioCjAj1c8OF1u6tfS8ONVL8WlAtduB6hcUUOpzc+8tyMIDRFZtsLG6ZOFPNF2Chqlj6RyCtwOG6PfuMkbYxO5et1Pfp4Hq1lg75Fi8vIdbNlZwkdzUmnWyIIsy8z6MIvPl+1kxJgeyLJMw0apeNzdmPjeHgoLMgkNM/N0/+7ExYdTq7qZ6CgT8bFKyicEr7XbLXH7npd508OxOWSUSiUQ4KXnzAwalUdMjI707ACDhj/A6bMw84OejzxXCoWC6e8NZOe2s1h/OE9ujg2bZCK7JJduT/hp0jAY279208lX68t4872mv/u5v33zHv27P9r9aTErqZCo5sGD/H+L2Ls82ZJFy1ZRPlFHfKyGMkeA9xfm0KptvYfKqCmpsX94/L8C/ib234FKlePZuv4Iz/X9r8JdMifPeRjeLuYX21+6eJ/N3x+hsKCIKtUq0qNXU0LDTL/YrnW7mqTVTOLA3ot4PD4++TyZw4cu0n/oEVwuL8kVY3lj+otUTAkew+n0sHnDSRbN+4aWjbXMnpRAbLSGXfuLmTT+U0aOe4rZ088QEVJGWhUtsiSzYFkexSUKIiIt2GxlpMb8g7rmCBGbzfXw/yPHPcWbEz/GbBLo1M7E7gNlZOf6EUWBEpsfpQiZOV527itFpzdz7+oxZoy3UFois/ewk1fGZ7N2aRwp5ZXcvOtm1qIinE6ZnfttREcqOXpGIiPLS1SEwIVLDnYdsDP9tVB2H3Ty5Vob2bl+enUx0b+3CYtZpHcXI9M/KMJoUNC9o5FxQ4PaNXExKgRBYMJbeVRKVuP1yXi8AeZ+VETfHiae62PGbBIY3M/MyMn51Kmp5eIVJ2uXRNN7cCY6vQIBUKkEwqwKNm4vo1UTLaEhSjQagf1HnChEgU1fRaNUKsjN93P4pI8FS4uQZJg0KgylKDByjI1IKZFowYGOHN6fGknFlFAy05XMW1JEh57neayZEUmSOXTUgdEay+kLhSz7MIWCQh/b9xTRrJGZAU+HM2D4GerWT2XpRxuwlZQQkBS0blefgUM6YjLpEASBjPQC0jO9GA0iBUUB/H4ZpVLA5ZJRqQRARikKiKICUVRgNKoICzPz/sIx3LqZTb1Wob9q+KJSKencrQGduzV4+FlJsYPZ76yi8zPB8lubQ+SlYU9Tpervn7FHx0Zy/eY1Gv+X0LbHI3E/3UP0rxiu/6to1bo6BfmdGDhyO2EhUFDkp0nz2gwd0e3fGvevhL+1Yn4HfD4/I15eQOWkEp7uGRQV+nJ1ITZvAu/NffER+d19uy+wZNFqBvY1US5ew6FjZRw6oWD+JyMftt7/FiRJwu+XHlkqlpY4GD1sETFhRdSrLmGzy2zd4+CdKRWpU9PE69MzSa7Rho/mryfM4iUhTkV+oZ/yiXrsTjXd+vZFpRLZsHoNSz5IQKEQcDgCbN9TyIw5ucxZ9CqNGqc+PN62LadZ9ME68vMK8XolRrwYSsc2erQamdw8P2OmFtDnyRjWfpfN158kIcgBnE43KiW89nYBGVkBNBqB3Dw/XR43Urmimo07yrh510dYeBRuVzETh1soLPaRm+9n9EtWzEYF+4442bDNwWvDrZTYZCol67h1x8n+I0HSf+V5Cxu2OcjK9WO1KPD5YdLIUFJT1EiSzLa9DuZ+VMLx7fEEAgIOZ1A58fwlD6u/txMaItKqqZFrt1xs2FbGuGHhnLvoYc33xRiNCmKjVDzZyYjfL7NoeQkTR4bSobU+KCnglimfqKNd7wdk5/jY/V05BgwpINlfG4PCwNmyc4wfo6N6mpKAwovDEWD89HxeH26lVVMjLjecOOtm1kcS2Tl24qMlmjXU4fYEteSHvRjPewtKCDGLvD0xgjo1jRSX+Jm7OBdBX4XXJj/98P5MHLuExMhMzp0vplaagv69zZQ5ZMZMzeeZJw10fyIEo0HE65WYMD0Xv6Yeb88agK3USWGhndi40IdhmH8V+fml2EpdlEsM/8MVMHfv5DJhxIdMHBlC88YWikv8zPskF5+YwuRp/X97gH8BHo+PrMwiQkON/zFWfn9rxfw3QKVSMnvey6xcsZ9x084higpatmnJ2H4tEQQBSZK4+ON9yuxuPl74LfOmR1OlUnC52aCuGZUym3VrDjH0X3SdUSgUqNWPzqbWrDxAvTQnL/aLRA6UERmuok4NDXMW3mfl0mqEhkisW3OYMKvMU92CMdlyCVoS4rR8vyWf82euMXpCb7ZuTGDkxAdUSVHw1docKlVQ0bWDkfkzP8NsjSE62kRoeAidujRm275ZAGRnFTH19eWs/v4G1Strycj28/qY8ng8Ms0b6ZD8LmKjVYgKFU6XTOO6WtZllZFfEKBFUyuTxyfg8/rp01PNpWteXhp9h3nvlOf9BXeJCBVILq/CZAgm6RRCMLEsKgRUSgUZWT4MBpGAH+6n+5j3aQnP9jRh0Cn4+ls7cdEiMdFK1GqBwiKJvt1NfL/Vwd37PhrU0ZFXAIXFAcJDRbxemchwBTv2lSEIMonxSsa9mYtCAU6XzOOP6ejdxcj2fU7UaoGYaCU6rUBBoYQ1RIEkSeQXeNCoBfySyNgpuRTkiVS16gEFftmP1SIiSCIajcCF+wHaNNeTVE7F7XseVGoVNdIs1EkrZlOGl4XvxVAtVYckyRw85mDkpLuERcbywjMa6tYKrvBCrSomjYmhW/8LFBd1eRiqmDj1WQY8PYvSQidZOfD9NjtGg5KcAhVvzSnl7EUvKRXUHDrmJjPfwvKV3Znz3lqOHDpHmFWk2CbwzHMd6Nnnt/XOc3KKmb9lHYgwo9+gh6R+p+wqu65f/dX9Xq775C8+K18hijemD+bTRd8xddYtFAqRth0aMnJoJyBYsVVYaMdqNfxhbReNRkX5ClG/veF/IP4m9t8Jk1nPy6924uVXOz3y+Z3bObz1xmcYtA5EhURxQQGhZiMupxKdPvhgtmtl5t1F14A/bid2+sRF3hxjRasTyc+ViAiTadZQzzvzizh8rJQVq7Pp1TWc5HIa0rNtzP6wgMVzg7KnufkBTGYjoqhg2nsDGTJwPtt2XWXWlDDq19bj8wv07QYTpl+jduUwtIoAg/vtJDG5AsNGPknDxpV4Z86LPN93BkNfjKVqqgGtVsGeA0Vcu+kmNioUlRJUSgU6HZTYZHRaNVPHWfh0RRkmkx6vV0anU2A2SSgUAdq2CkWBja/WFrNhexmvPG8mPFRJ47o6ps8t4uyPbqpVNRMREUJGZilfrssixCLyzZIYKqeoEQRo10rHS+PyycjykVJBjdMZtLGLihA5cNRFnZo6tBoBAZlNO8vIK/SzeZef2tU1HDnpJDc/QPNGOhrW0REbreS9Dwt/0qAxce+Bj137nRw46qJJfR3FJUH3oz2HnNzP8PLywChMOi9FxXZOZV2gfkgtZLuVA8fK6N/bjFqtwOORMeiDP1CCIGM2ymg1HlSiE5VKQpYUbNxh47NVxbjdElJAIi+nkMiIxEfuvV4vEhWppCDf9pDYr1zOIMLqY8MXtdFoFGTn+jh9rpTXp93n8TYR5Be6OXbGhU8y8vmq0Xz9xW789stsWJGI0SDyIMPN2KlbiYgMoUWrtF88bxBM0C9ZvIuvl/5AiCIMh2Tnya9m8+HSQVRIjqaC6K1lSwAAIABJREFUsQqp8YX/cN9EQ9ivPsu161Tg4+VjcTo9qNVKVKqgYNralQf5ZvVudJoATpdA5+4teH5w+/9oK7s/G38T+58ASZJ4c+JyXuon0rFtIstWZHH6jJ/iohJczjJASWx8OFm5Xiwh/1oY5teg02mx2/3o9XqUKg3pWR6MuuALPXjkNZISVBiNSlKSVXTvpCIuxs6SLzLp3zeGDdudvL8wGNTcsukkXvsDGtTW0K1DkOxz8vzoNDKvPB/Czv2lTJ8QQasmUQyfeJeF7y+ncFAvOnaqR2L5WPIKfNSpGXzRKqfouHTNy+ZdZXR7XI8kwdFTHo6fcWM2q0itqOP6rTw69DyPzy8RHakmKdGAUqnh3gMniXFKViyOp2nnuzz1Yg4d2hjwe6GkNMD46UV0bKcgPk5i7w8uKlWrSbj+JokJarw+EASZ8FAlrZroOH3BQ8smegIBKLFL3L7v4166D48XEmKVbN/n5NZdL/Vqahg+OITiEonjp11YTCJaTXCl8O0WO1Uqqdi4o4wv19qQgYBfJifPj80u0bS+lnvpflZ/b2f4CyE0a2zmg49zMBgEfBGF7Ms8TJKqNt9uukxeaQ49OhvJyvHx/bYyalTVoFYLmE0igUCAcxfdVK+s4ptNJRw65mT6a2HUr6khPTvAim8cTJ99j93f13wY4svL95KbLxGX8DNZHjl0gSc7GTAag+GUcvEiImU0baChdzcrLZoE+ys+/iybFct3cfLYj3z/ZZDUg9trGTbIysr1B36V2E8cu8GapSdoYGyORhlMPj4oSmfC8K/4ZstYFAoFj0X9focjCCbu/6vt3bbNpzmwcwfL58WQEKclL9/LlPd+YPXXap597j/TTvO/A38T+5+AC+fvYTG66Ni2HGcv2Nm2K492rYxs3OFg5IuheP1w/kIOS770MeCVzo/sK8sy587e4czJm+gNWlq3q0nMP0kete3QmKVfbSStioHYuDCKi8oYPfUusiQz/AULLZsaOXrSxYy5TiaPDaNGVQ2zF+Vw/LySYSOfJql8JJIk8enCb+nbVcXFK8EYeMAv4/NJhFpFBCRUyqCSY3iYitgoJQP7W5m/dAvtO9Rh1Pi+TJ7wCSfPuqiQqGT3QSc+H3y7JUiGahWISoFWTbQUlmqY90kxaakqRr9kJipCydWbXibPzKdxyyaMfOMa5WO9VKqopFcXE3MWF/HVN/aghrksUL5ieao1bI3P62f67BQuX3rAib13kBERRZClACaDAo83GFevnaYhPcvP2o12OrbR80SbUHYfcjNrUQE2hxKVKNG3hxmNRsmq74oQlQL9exuZODIUQQCvV2bGB0XIksCRU26cTpnmjbR8OieKA0fdXLzq5n66DxmZNk2MjJ1xj1dfsNL18SiKS7xs3e1k+pzTqJQh7DzkJoCH5AoGNBoXoybnU6u6htt3ffj8Mk/1MJMUp2TB8mKe6mqi2U/qkX6/xFPd9ew6UMbsD9N5tk8UmVkeFi4r5Mmn2j7ieasQFQT+S7+DLMs4HW50WvGR/oheXcPoOejiT4Ymj7725eI1FBWW/uozt/nb08RQ7iGpAySY4zmZfY+bN7JJrRz3q/v+Xny/bi8TX40gIS5I9pERaiaOiuLlCQd4pv9jj+Sx/sav429i/xPgcLixWoIzoK07C3i2p4kOrY288U4uXZ/LJD5Ww4kzLp56rtMj7fySJDFzxmruXL9E+5Y6inMkXh28g5Hj+9GsRVWOH73BhXO3MFsMtOtQh8hIC5271ef2rXR6DDhF7Ro67tzzcO16gBUfV8GosZOcpKZGFS1ZOT7e+7CYapV1GEwWVq6f+jBWef7sXeSAmzrVrew95OTCZQ+10rSIIrhcEus22endNbiy8PlkSu0S1asaUIul5OWWkFo5jmUrXmf3zvNk5hUTk+Skjs2FyeRn1EtmIkKDYZ/RUwqoUV3JwcOlbFkVS0pSsGJFo1EwpL+ZeZ+eBK+Z6wetbA1I2LVZNG+m47URoRj1AtkFWuZ9WkZSUiQKUeDrz3eQmZHH1cseTp1zUr+2Br1W4M59Hzv2OUmMV3LgqCsoF5AfYMN2J3sPusjM8VMl1UC5clZ27sklsXwsVgucv5yDzwfdnzAStIkOVsYM6GOi64Bs4mNUJCcFS/BGTMqnoChAcqKK7o+b+PGyl0NH/KRWUNPxMR2Bn9i1SUMTvbqrSazWngrJMcx++0uy88qoWknJ0IGhREUocToDzF5cQrhVREYgK9tPVIRITp6PUpv0kzwCxMcoOXs9jCOvFRFiNdGtby8e7/izKbXL5UWSRD79Mpu61QUsFhWOMheXrjq5et31SGmuyy1hMKgRFCJXrzselroCHDxio2payq8+306HF6Xi0Ti3IAgoBSUu15+r5JifV0qFpEerbMrFa7DbHI+I2v2Nf45/+yoJgpAArACiAQlYIsvyh//uuH8l1KiRxJx3POTkeXE4A4RYlJhMCsa/GobTY8DjVTJ/SRHNW1QHgi/kru1n2bblOM6Se3z9cUWMpuCL06WDk2GvrWLzhnK4StNp20JDTrbEKwN389qU52nQqBKjx/ei77OtuX4tk+YKgY/nf02t6mZycwJ8uTaf5StLKLEFUKsEQkx+QkxqPlqwidHjeyIIAnfv5lI11cD6LWW8MSqc8dPyadlYh1oNG7Y7SKuso0XjYDLvs1XFJJfXY9CL2MokzJYgIVhCDPR6Kli/vOSj7aR2sKJWCcxckEtegZfEeBUVktTsOeikfILqocaMQpRZu6GEjTvsGHQybqGI6DQHhfkCPhcM6WfGGq5CH6IlvLzIAJeX19/6CC1ehvS30LWDii++VjFodA5N6mvRqeHQcTcOZ4DqVVXcfeDjxm0vTpdEqS1AndYGnuxk5OBxF0gl9HlSz5ip1/l4USKyIKNWB2e5+QUBwqwKQMBWJlHmkPj60xhGv5FHqV3iteFWKiSqOHXWw4KlpXi9cPpHB0nlRS5e9RARLj4UGbOYXZSWOmjUJJXPV02iZ+fJzJ1eDrXSg14nEx4qMuFVK6OnFGA0KvFLAjsPOGlQR0uFJDUajQKbLcCd+x46dI9lxOihKJXiI6TmdnsZP/Ijwk0F1ErT88LIe9StqcbnEzhyykWTejrKbCVoNCJGo5ZlXxfQul0DUiolMGH6aob0t1CxvJbDJ+x8u83HvMW/rsjYumM1Fh7dT5wcS6G7FEmSUYsCAY2XqtV+f6njP0NqlXIcPl7CE+1+DjedOGOjXFL036T+O/BnXCk/MFaW5bOCIJiAM4Ig7JZl+cqfMPZfAmaLnv6DOjNk9BYqJsE3G22kVFCiEDWkVLSQnunhQaZE1bQEysrcjHl1EXHhpaglOx2fUJGbkw9CGEajltSKemIjfRRk3WLt8mC3IkC7VmVMem8VX6+fglIpEhMbSkxsKA6HG6dLxmb3c/6yxIbtdt4cF0rLJjoyMv1Mn1dMn25Wdh44w/lzdahdpwIJCeFIqNHpBBZ/VkL7VkaOnHRy+rybKtUrc/5qDs+PCM5moyK19O8bTbdnLpFXKPPcU2/TvmMjBr74+MMyudQqCWxcc4QlHyTwbJ9oAgGJr9bmMntBOtERCjKzfVy47KZ29aBRdVaunwFPWTh41MXsKZH4AjIlRSJzl+Ry8JiXKrUtqLXB2WZKioaS9CxWfJZEQowSR7GL118xE26SWLfLi1oh8/7MeE6dcrBxYzGDnjHz0nNmbt7xsW5zGX26mWjfSs/gZ80MGZ9HWnU9q7+1M2dBAQnxGvJzPRw95eaJNgZu3vUhBeCr9XYa19VSPl5FmUNixuthNGugx+uT6NDaiNMl88aMYvYccqI/F+BuupesbD+pKRpmvBHOoaMu6jcP6hGYzDoUooLkCiFIgQCZGfkUFvnx++DqDS8vDQwnM9vHvsNOKlVQ07WDkeJSiU+/LKFmdT2b1h/gh32nUSgUNG9Vm1dGdMNk0rF7x3lCjYXMmZ6AIAj8cPgBFy87WbbSxqplacxd+IDx0wqIjSklO99AeHQ5Xp3YHp1OjTXMyMb1B/lmayGVqqTx4cctiY379STn4x3rsHPzBU6dPIbeH4Iz4MCntzP9gz5/Otk+98ITTJv4CS6XTJ2aBi5fc/LR56WMnPD8n3qc/3T823dFluVsIPunf9sFQbgKxAH/Z4gdoGefZqRWSWDb5uMcP3uaaXNd9OyiY//RfNZsKGPwKz3R6zV89cVeKiXaeGtCPO/OvYdBL5EQqyQjuwhDciyCADabm8dbhz4kdYBa1Y1YLYVcv5ZJtbRyDz83GLS0eKwu7y+6xP37pYx8MZQqKUoEQSApUcv01yJ5eXwevbpFc+zIFWrXqUC9BhX5YmkEkZEldGwXzpXrTmJilKRJMXy+agxej4/Plu5m767j+HIDvDjyJuOHRfBMnwRKbAEWLjnBzOmFvPnOAACaNq/CutXhjJ16nzppWm7ecXHqTDFff5xAdKSab77P5fUZBYwbauWbTXbmvBXOm7MKGT80lOhIFR6vhNvl55XnrYx7K48xw8sRpgtWfey/lIdBq6ZWxVAyHuQRH63CYFAw6GkFR0/lEp+UysdLSsjLdtGvl4kh/axkZvtITdbQoLaWt+cV0a6lHr1eQa/ORnYedJNYLorUKh2RpDscOHSAd+YVs/+wi7Qqao6ecnPzjo+0ymq+2ehAq1GSGK/mfoYPrUbA65WIjVKCpCSlgsiMSSbi45RYjCILl5fQvV8WYWFanI5gzFqhUJBWvTy7DxTTsW0oSRViKCq089WaDEJDNRw+biMzy4cswa6DTo6dcRMaIlK9qpYtuxyMGmLh+X4VcTgDfPTZNaZNKmbOglc4f+Yqjz9meBhzjgoXaPliGNfvBCgq9rN0QWWOn7IxeNQDln/9MlWrJTzctk7dZOrU/dct59RqJfM/GcThQ1c4cfgm1nADHTvX/W/RV0mrnsjbc15lzdd7WLUxg/hyUUyc1vdPc1X6v4I/9edWEIQkoDZw4s8c96+CtOqJpFVPZNS4nuzdfYGDJy9jNBmZNqvhwwTTmROXeKWfBUEQaNsqjA8W3eXxx4woFDJej48Ll13cS5eIj3tUDliWZbxeGdU/EBobNqo782b7OXFmLyNfNOLxyoiiiFIpkhivwOEMYLMH0PzkV6pQKHhv7hCWfLSFN2efRZIkGjVNY/7kruh0anQ6NaPHd+fVUZ2Z9e566lU/Q4fWBmylNkJDjEyfGEe3/ldIf1BAQrlwBEEgPiGKvTtvk5Nt59pNJykVtKSkRKBSynRu70KrhVcn5uLxAhKU2iXiY4Pno1YpkJGJsOgoLg1w/rKXOjV8HDtlY+lXdtRaHdlZNgQhGDtPUCnIyvFTt6aR63fymP3haIYOnkPLpkbSs/zIsowkQ41qahxOmcLiAHkFAbbscnD8rIcWbWrR++lmvDHuGp3bW+n2uJJL17zs3O9Eo1URGaHgxh0vJpOLEpuf+UtKeOk5Cx6fiNcT4PpNP368DHjGSqhVxGhQ4XBJ9O1hYuseF62ahWKTzOzb8yO7th2lIN/Gm7NyuXXHRXy0n1Pnyli/2Y6gUNG1g45PP6hAcbGNA4dL+HZLGe9OimXPD16aNZTo0jECURQwm5RMGB5Dz+fvcfN6FkazgYJC/8NnQK1R4XQEKCgMYDYGjU0QoE7dpEcmAn8USqVIq9bVadW6+r891m8htXIcb7494L/9OP/J+NOIXRAEI/AtMEqWZds/+PsQYAhAfMKvL/v+E6BWK+nYqS4dO9X9xd/0Bh0ltqCuTIO6Jlo0DaP34CwqlleiVAe4dAMGvtSdbzbup3XzEAw/laXtPlBMABMVK/1SukCrVTNx6jPkZheSkVuCxezH5wOlEs5fchNiUbJ9n5tZH9Z6uI8lxMD4N55i3MQ+yLL8D2uEC/Jt7NryA68N06EQvAR8XjIynERHh1M1Vcf9+3kklAvn27VHKM6+xL4NVdHrRW5cz2T9ZhvzP0pnyoTyxCVE0qm9mnmf2lAqFZy9DPVqW/nhhIdenZXYyyRA4Ny1MqxhYSxboyB/QRaVUhN4a+YzfL/uEANe/QGlKBMZLpJfGMDthvfeSmH5ylLeGP8pkr+MkhIlSfFaikt8uD0yefkBPF6ZpV+XcvCoi6YNdCSX13Hs3HWmTfqaqxevEhnuZ+ZCO8lJKt4YFca4t/Jo1lDP25Mr4/V4yckp5Z15Bazb4mPimAROnrExd2k21lCRtKo6Qq0Kiop9xEZrKBevJdQq8v02J42ae1m3YjWDngnBGqJhxVo9HyzOoGaajseaW3l/WiSr1mfyVFc94eF6rFYtapXAuYs+5i2xc+mqiyH9TYSFmR/eD4VCIDVFQ1ZWER07N+Kt10/TrJGZpHJaQkPNLFuZTqldpnyiliMnSpm5oIChY/4myP+L+FOIXRAEFUFSXynL8nf/aBtZlpcASyAoKfBnHPe/G4GAxL49P3L00DkUokirtvVo1rzKv1Vy1a5jYz7/YhX1a5uwmJUMHRyHxyuw/aCCV4Z347W3q6DTqSkrK6PXoOM0a6j7/9q77/CoiraBw7/Zki3pvQcCoYbee0exACpYUKkqRbGDDRVQXwuWT3xfC9iwN1CxY0ME6SEECDX0BNJ7djfb5vsjGIy0ACGbhLmvy0tycs6cZwN5dnZmzjMczXax/5CWJ+dNPu1DGhOnXMlTjy7k1ptM5OXbOJzhYP6bhVjsZu6ZMZImTSNOuEYIccrX8+r8pRQXW3jtXRupu8q5cog3/v4a9u7N5K81RQw+9pzVzz/+xaN3BVdulefjY2D8dX6MuzOLB8obYTJ5kZlrpH3H5tz30I3MfugNhvQxsfCDLDKzXSTE68jK0/PFdzD3mdvo0atFlTi+XgxtWhqZPNabAD8tBw87+M/LhVisbjYmF3LztcF0ateYdz88TPtEE5HhevbsK+c//5eP3eFmybelvPJ0KGFh3sQ3iaCk1Mmlo9ai1zmYOS2U5k0D2bjZxtPzc3E4JHdPiSEgwAyYCQsP4J5pJm655xA//5mGrVwwsG8Q8Y30rN9UTtdJgfh42zmUXs6hIxb2H3LzwKNX8fGib1n8blzl0sK8AgdZmUW89kJTAgK9+eLrbLp1NGI2QUmJFX9/M43jw+nS0cGv60LpOzic/enb0WqP/33b7W5StlkZNy2C2LgQxk8eza33fUnjGC0FhU7KbL54+4Rw5U2HiGsUxh33TziniqP/5na7WbliOyv/2AQI+g3qRN9+rdXSwzqsJlbFCOBtYIeU8qXzD6lukFLy1OwPKczexejhvjgcko/e3EFyUjfuuvfqc253wKA27Evrx+iJK2iXaCDjqAONVzCvv31Llc067rr3akZe3ZstKQdo72emZ++WZ5yoat8hntnPTOXj95aRtvswBqM/l47sy9jxA05afOx00vYc5afvVnHbzX4kNtdzNNvF7OfzKmq0/FhKVLiel+d9SGjYHZSV2ggMPL58LjjYn0MHsygtdZG6s4zkLWUs+rSQ+x4eR2KbOF783z18+cWfRDXaz2/rylm/XU9801ieeqEfLVvFVImjqLCMTRu28eWi5uRk5mA2CXp1N3LnbYLZzxzEx8fImFEhNIo1kpfvYOLdR/D305CSaqVRfByltmKG9pW0axdTuQmGn6+OIX31lNs1dGzjhU4vGNLfB1u55K5ZOfj6VH3zjI8PIC6unEWfzuKpxxdx3WXFtEgwM/nuHVhtkj7dTaxLsvLF926efekOvIx62iUaMXhp+PHXfLKy7Rw8bKNtay+sVhsBgd4kNDHx1bfljL8eHPaKIRUhBFt2wnVj+tGjZ3OmTtzNgkWZDB8WSFGxiwXv5dKhS7vKse3LrujCgEHt2LUzA29vAwnNIms82UopeeGZzzmUtoXRw32RUvLJ2ztIWt+Je2eOrtF7KTWnJnrsvYGxwFYhxOZjxx6RUv5QA217THLSPjIO7OT9V+PQ6yt+0Qf3C+DaW9Yx4qreNI4PO6d2hRDcMuUyRl7Tmx070gkK8qkysfVPjRqH0ajx2d2nTdtGPP3C5HOK7Z/ee/sHpk/yZ9IYXwwGUfFUqkkw65k8fL01jLgymOUr8rlt7NOEhIXwzQ+53H5rxTyCwahn7yEjGr0ft917EL3WSbMEf179v8/IzS7khpsHVDspFBaWEeCvxc/XC6MhnPy8Yg6l2zAZdfgGBOHjY6TcXrFZxJjR4VwzPJS9+63cdl8GH3z+CD//uImt65ZSVFRKUVEZvr5mTGYvLNaK0gAWq8RfX1GYpk0LAy6n5PeVhdx43fE32e9+yqdrj0S8vY0YjUaKSwoID/Pi7f+1ZvHSbD5YXMrqDTZmPTGZQUPbs2P7YXbtsXD9pK00i9fRtLGe1B0WduyycePoik9NHdr6EBRk5PHncrn9FjPlznI++yqPrHxf+g9sg5eXjpdeu5MP3vmZW+7dhtlsYOhlg7n+xn5Vfj4mk9cFnVjcnnqY7SkpfPRGI4zGit+DIf0DueG2jezZ1eu05W+llKRuO8Tav3ag99IzaEj7BrehRV1VE6tiVlHxbEeDsmnjHob0NVYmdaio1dGvp5FNSXvPObH/LSTUj76hrc83zAtm6+Y0Js3xxeGU+PpU1F0Zd60fC94rQq8XpGwp4PnZIVjL3axLhlcWHiEn302vbt7s2mPnu1/KSWgRR4fmBdw9JRKdTpCVbefOh5cRFRta5UGt04mKDqLUoiVtv5WEeBMRkUEALPszkwFD2uHjY+bdj1byn0dNFRtUGzSsWF1M524tMRr1bNmcxo/LcrhhuJaEeC/yc63kFOj4abmV2fcHkV/kJjvPBRKSttiIb2zimfl55BUaaNncwPpNNtYkCV567VIAhlzWnUWvv0+fHv6EBOuZOimar7/PJbfUiyGXtAegZasYjmbZuHOCiUk3BSKEYMINfkyZcZTbHzjCC09WPAzm729ixVovHn7WistVRs8+7Xl+/iWVn8zCwwOY8fB1wHU1/xdcTRvXpzG4r6EyqUPF78GgviaSNqadMrFLKfnvy1+TtHo9lw82UlYI9077hUlTR3H58Ia1DV1dpFb8n4Kvrzc5h9wnHM/JkzTraKq1OAoLyvj5p2Sys/No0bJRZW/uQgsI9MHu0FJQVIbZVLFh9JFMJy435GY5+fbDuIpknQt3Tw3HYpWk7gulzOVLeGQYc59ry6Mz/sf0efHodMeW5IV5cdtYf5Z+s6paiT0np4gPF/2KzWrnmptTGTYkkJtGh7NqXQk//C55+Y3+BAb6MOeRA1x/634ax2pY/mcumVl2QsPyuPnap3HZC3jhyaY89NQhOrY1IICly0rp2rMTb7yfQuvmYbRoZiBpi40PF5fRrVMgVtGC1ANOfvkriybNEnhl4fDKUsu9erdk1/YBXDvpdzq3N5GV46Sw1MxT8yomKZM37WPbloN4eQkG9Algz75ytFqBW2q447Y4HnyykMeft+B2S3r3683iWQOr1Eqpa3z9TBxKP/F4br6b8Kan/j3YnLyfzevW8+HrcZVzL9cMtzHxriX06tOagMDaKaPrdLooKCjF39/7onrA6eJ5pWdp0CXtmDrhRy4fUkq7xIo11SvXFLJtl2Tm3POfkKqO3TszmPXAG/TpqqFpIx3Lv9/I4k9/44X50yq3TbtQrhjZnwUf/sDM2304fMSGlG6eeCGPktKK/VdNpopSugFBFXVt+vf25Ui+nseenABUbPrt56fFYKg6Xh0ZZqCosOS0985Iz+Pzj//g6yXLaRav47nHY8AdyP+9foSpM49w5dV9ePmN/kREVNz76Rdu43/zv+XzD7/j6mEmIsJ8+Wm5BZv1CN3a6xjY15+e3dqyen0xbrfEP8CXgNjW+PmbuWHqX3jpJU0am0hs7c+aTRKT8QAtmroZMVhL0tZdPDIjkxfmT8M/oGLd+KTJlzL86h5s23IIf38zHTrFY7M5uP/O1yktTKdVMx3WsjJc7mC8/YL5a10xoCE4SEtEZBBvvv9gDf9tXTgDB7Xllne+ZfPWUjq0rfg92LCpmHXJTm5/4NRvzqtXbWP4JebKpA4QG22kawcDG9bvYeilHU55bU35avFqPn7/R7TCQblDw/CLqEqkSuynEBrqzwOPTuCBJz8kMjQfh1NSXGpkztO3VinCdCHNf+Fz7r7Vm8uGVAw/3DBK8p+XMvj0oxXcNu2yC3rvUdf1Ij+vkGkPriIiTMO+/WXoDUH4BpSzfXchu/faCY/wx9+/4g1m524bEdEJldfHxAZjK9efUJdk2fIi2nU89UfxXTszeHTGawzpK3lypjfpR13MfXYf//dMc959tRVXjTvAtdf3q0zqALm5xfzy/UremBdCr64Vyffma/25anw6hzIkRYWlhIYFMGxwxc9xbZKNOH8zT8+bwPJLO7N08e/k5RUjzAk0a1FIz7a5TLypYojhFil56bWjvPvWMu6ZcbyueGioPwMHH1/T/f47vxAdnMnjzzZCoxFkHCnlrQ9yWJ+cTu9uZoxGwZffldCu6xn3SKhTAoN8eGTOJB566n2iwwtwuSXZeVoee/KW03YudNqKuvf/ZndwTpu+n61ffkrm+yXf8tqzETRpbCIz286c51by0fs6xk44dfmEhkIl9tPo3rM5Hy95nO2ph9FqNbROjK21d/u83BKOZhzl0kHHnxAUQjB6RBCPP7/5gid2jUbDlDuu5Maxg0hPzyMiIpDAIB8slnLmPLKIj5emc+9U47Ft3or4/Bsrz//3+N6XOp2WKdNHMWPOx4y71pe4WC/++KuUtcl6Xnmj3ynv+9brS7ljkg9d2oGv2YG/n47IMB1vvJPO/z3dnHaJJvbsOUpkVFDlNetW76Z7Zz2xUV6Vk9B+vlquHeHLi6/nkbylhEuGVEyGbkopYU2Skyn3V5SoHTi4bWWCdjpdDB/6EC8/3qSybSEEN44OZsJdyVUS+7+t+G0jrz0XUllRcfqtMVw3cSuvPRfDSAAQAAAgAElEQVRG+0QTpRbJ5UMCePiZ/aTtOYpGI9i4IQ1vs4F+AxIv+Cew89GlWwIfL3mcrVsOkpGeh8ViJye7CIul/JSdnAGDOzDnoZWMvNxOaEhFHaTtO8tI2e5k5txTFxyrKV9+8Tsz7gimSeOK4aKIMC9m3RfOrfet4KZxgxp8r10l9jPQ63W071D7jzPr9VpcbnA6JV5ex+emy8vd6PQXvsfzN18/M61aH086ZrOBuc9MZMGr3zJq4gakdBEdW7Ebzr8nlAcOaUd4ZCDffrWKPzYW0LptR/63sOcpx1ellKRs3ssrc5tRXFRKeXlF5cBLB/rw4huHcbslafvKGXOsrHFpqY1ffkrmp+/XE+ztwGrT4XJLtMeSq9MpiYvxZtZzpXz2zSHcEjJztTw6dxJ+/icm0oo1/eD+V0fT5YIzrSJ0ulyUWVzsO2AlJqqiTv7IYX5Ehutxa3wIDjUQ19jAyGGZPDXnI2yluQzsbWR/seStN77isSduoVOX6j/mX5P27DrCu29+x+ZNafj7m7l8ZF9uHDuwyhp6rVbDit+T2bB6I/17mtid7ObN175i7jO3nbQQWIuW0Vx17WXcOOUH+vU0UWaRbNzi4MFHx9fKnEJWZj5N46tO7MZEGbBZbdhsjlr71O0pKrHXUX7+Zlq3SeDjxdlMuLEiYTocbt75OJ9BQy7xaGwmkxf3zBjF7XeNxG534u1tOOX66daJsbROHHPS7/2bEAJfXxNZOXYiwrw5dKAEo9FJTr4LH28tL712lJCIGJo1jyI3p5j7pv+PVk3LGT5Qx4v/K+TKIRr0eogM05Ob7+KTL0vQmUL5ZMlMMjLyEELQpm3cKffp1Go19OzTjg8+28+0SRXLEqWUvPdpLv0GnXoIxWq1g9Axfup2mjTyoqhE0rGtL+V2N75+ZkJCjj896nY5SD9wgN++Tqzc7CJ5SwkPP/EeHy1+vNYn+DLS83j4/leZNt6b5x6K52i2nZdf/53/5hZyz4xRleetWJ5KWuomPnuzUeW4+co1hTw95z3e/+yRk/aAr7+pP/0Ht2PDuj3o9TrueqRlrX0yadmqEX+ty2P4sONPuSdvKSU0LAiT6dy22qtPVGKvw+554Doevm8BK9ceomm8nnVJVpq1asU11/U6q3ZKii04ne7K7dT+6ejRApb/ugWbtZzuvVqeck39yXh56WokEVmtdt57+2d+/2U9mUeLmPNMKf/3dAJRMaEcPJjHnHk5HDqiIdeSwNynK4ZDPlj0M4N6OrhzcsXa+YhwL2Y9uZeWzbwwGTWsWGOhZWJL/jNvIuERAYRHBFS5Z0F+KYs/W0nKpu34+fty+cg+9OnbmtvvuooH732d5G2HadNCR9IWO+hDeebFU7+ZvvLiErq2dXLj49H4eUNegZM7HswiJ9/NPdOOrxwpKXXy+dICrr8qsDKpA3Rs50tsZCEpyfvp2v3CD1P805eLV3HN5QauuqJifXnTxiaeeTyGq8atZ9zESyofbPvz9yTGXONXZTK0b88AXn/3IDt3ZJyyfG9ERCDDR3a78C/kX26aMIw5D72OwyHp0tGHnXss/PetQqbcedNF8cSsSux1WHh4AG++P5ON69PIyS7i0lFRND+L3Wpyc4p5+YUv2JK8C50WIqMjuGvG9ZUFyZb/uoX//d/HXNLfiK+PYN7c5XTo1pl7ZoyqtX/8UkrmzlpEoPkwC54PxUsfyvQH9tDnshQ6dwpj85YSouPimDd/BL37HC/nsH71Nl6fd3ycfWDfQL79tD0DR+7knpnXc/8TbSqXKP5bUWEZd02dT+/ODu6f7Edmdj5vvvoBGYeGcf1N/Xnj3ftZs3oXR9LzGDclnC7dEk45JltSbGHNqs0s/aAx3mYNJSVWvIwO7p+uZ+HHGqbMzGLYIBNGA/z4mxUf/wiaND6xLa224mdR2w4fSGfwNVV70T7eWhrHepGenleZ2F1uF9qTjABqdQKX68RlwZ6W2CaOp16Yzifv/8wHX6YTGRXKvQ+NqvU3Tk9Rib2O02o1dO/Z/Kyvc7vdPDJzIQO7W5j3UBP0esHPywt49IE3WLjoQfReOv770qe88UIkTY9NMI29zsWku5PYsK4d3Xqc/T3Pxc4d6WRl7Oe/bzeunHhc/F4bxk7dw5bUUoYO9KNRjI1Fr3/Asu+bM/upceh0WowmL0pLXVXaMhg0BAWZGHF1t8pa8Sfz9Zdr6NLWzsw7K97g2iVC+0Qfbpr2E1eM7I6Pj5G+/ar38FhRkQV/X21lD9zPz4zNy0FUpAOHvYynX7yDDevSKLc7ePQ/rcnLK+HDhR8wbHBQ5UM/23eWse+QpL0HStPGxEWxdfs2unc5Plxksbg4eNhO9D9qtPfu14nPv1rMwD4BlQ/tbUopIb9QR6vWMSe0Wxe0aBnNnKcnejoMj1CJvYHavGk/Ogq4bVxcZS932OAgkrfaWPZDElGxISS20FUmdah4ovCqYd78tXJLrSX2/fuyaZ9orLI/p5SSo0dLeejOYK69uqLk7JQJkntn7eW7pRu4alQPhgzryYL3f2PebBNeXhqklLz5fhY9erc7bVIH2LFtDzeNqDosFR7mReNYHXvTjp7VZHlEZCA2h57dey00b2omK7MAS5mFP1cWoxUuHpnxBo89eQsdO1WstHG73axZ2YEbpyQztL+BgiJY/lc5Mx4Zf8a4L4SrR/flvts3EhWZx5D+gWRm23np9Wx69+9McMjx+kJDLmnP2lVbGHv7Lob0NZCVK1mxxs4jcybVyvJF5eyoxN5AZWYW0ixef8KQSrN4PTsycolpFIrTdeJ1TldFLffaEhMbzFeflCOlrIx1/0EbTqeLwf2Or1XX6QRjRvmzaMlGrhrVg+vG9OW5vRlcPX4bHdsa2b3XjndABE89e+oliX8LCg7k0OE8ev1j6NfplBzNchB8lsXSdDotEyePYObsLxg72kSAj5W0Aw7+WFPOO/9tRcaRcuY88X7lzlcajYb7H7qW7ak92Lh+DxGhRhZObktIqN+Zb3YBxMaF8MS8qbz1+jc8+dIe/PzMXD68L2MnDq5ynlar4fGnxpG8aR+bk/YSmWDmzWntz7q4nFI7VGJvoJq3iOLDt23Y7W68vCo+OkspWbXeRq8hjenSNYGXnnWzNbWUtseerC0scrLkuzLuf/TMTwUWF1n4aslqtiTvwM/fjytH9qZz14QzXvdvbds1wuwXybxXjjB5fBgmo5bvl+VhLeekSxL/ptfreHTuzRzYn03anqNceUNgtSd+rxjZiydnbaZDOx9aNjNjt7t5/Z0s4uIbExN79kWqhl3emdBQf+bMehsfQzED+gSxcH5joiIMREUYCA0uZNvWQ5XFuoQQJLaJq9YGGHa7k82b9uF0uunQKf6CLNNr1TqWF/97B263+7Tru4UQZ737kuIZKrE3UAnNImnVNpEZs3dx681BmExalnyTT2aeH4OGVAxXPPTYOO6dvYhuHYrw8xX88ZeVy0YOOuNQREmxhbumzqdjaxu3XOtLZnYG8597i2vGjOCqUWe3YkcIwVPP3cKCV7/jqnFJOBwuOndrQUS0F8tXFTF0QMUEqdMp+WRJEf0G9q1yfeP4sLMuyJbYJo7b7hjDfbO/xMeUTWGRi5ZtmjFrTvWWZZ5M564JdOvRin4dM7jy0qobyQjObWI0ZfN+/jN7EbGRbgxeguefdnLnvdczaGj7c47zdBr6QzsXE+GJmfgOnZrI3/58stbve7FxOl0s+ewvfv91LeU2B917teemcYOq9IRLii2s/HMHNpudbt2bVavH+uF7v5NzYAWPzzy+Qif9SDkT7jrKR4tnn3Ov0u2uWF2h0WgqSgs8sIAOrSEmUsPKdXaiGjXj8SfH1diYrtPp4tDBHHz9TKdcQXM2/vh9K4s/+ISFL8VV1shJ3lLCI88U89Hix065fv5kLJZyxl73JE89GEC3zhXDNHsPWLl95lHmL5hJdEzD3oVMObkQ35uTpJRnrEuheuwNmE6n5fqb+nH9Tad+hN/Xz8zlV564hd/pbEneybirq04+xkQZiI3Ssjctk7btGgGwaeNePvlgGQf2HyU2NoxrbxxKz94tT9nuP3uMLVpGs+iTR1ixPJWC/FLufCCOdu0b1+gyTJ1Oe9Jdpc5VvwGJrFvdjjGTUxjc10BuvmTVegez5k5Cr9fhcrnJyizA18+Mr+/pK4SuXb2Lti21lUkdKtaYXzbYxK8/b2b8pMGnuVq52KnErpy1gEA/jhwtrHLM5ZJk5zgqd1LasG4PL/znbe6dGkDHthFs3V7KSy8swuG4mX4D2lTrPt7exso3Hbfbzbo1u/lr5ZaKjZUHd/RIqYfT0Wg0PDDreran9iJpw17io01MvKsNgUE+/PJTMu8sWIpWlFNS5qZP/45Mv/eaUz4FaSkrJ8DvxDexAD9Bdpn1gr2G93Z8h9Viv2DtK7VDJXblrF0xsjfz5m6jcwcfGscZcTolC9/LIqZRXOVQzofv/sAD04MY0Kfiic+BfSuetnxx4ffVTux/k1Ly4rNfkLY9hasvN1Nul7z41AYGXz6I8ZOG1vjrOx8nmxjdlLSXdxd8xvOzI2jV3ExJqZMXXt3O/BfcPPTYjSdtp3PXpry7wEpBoYPAgIplkHa7m5+W25h274UrG213uBC/30iHZjX3SUapSSfdUvoEKrErZ619h3hunHgNt92/lMgwQW6ek0ZNGjNrzs2V56TtyaBbp6o96i4dfTlwYDcul7tKgakzSdl8gB1bNvPBa8e3Z7viEgfX3/orlwzrXKXSY130zZI/mTzWn1bNK+Y2fH10PHhnJCPGplCQP+KkpR4io4IYMXoIt9z9O9eN8MZgEHz1QxnxzRPp2LnJCecryj+pxK6ckytGdGPwJR3Yvy8Lf38zUdFVJ/OiooPZlWahY7vj65x377USFup/VkkdYP2anQwbaKqyPVtggJ5+PU1sWJ/GiKtqvxbJ2cjJzic+rmpFQ7NZS0iQjoKC0pMmdoDxk4bSrkNTlv+6CafDyfUT29Knb6uLotaJcn5UYlfOmdHoRavWJy/+NPqGoTzz8uc8+YiWFglm9h2w8tSLWYweM/ys72MyGyjOO7EeSXGJrBeV+lokNmXl2hTatD5ervhQuo28Qs64uqVjpyaVT60qSnWpxK5cEJde3gm73cH9s3/EYjmC0WTi2jFXcNWonmfd1uCh7bnztp8ZeZm1cuOE5C0lJKc6uW/2qVfZ1BXX3tCfu6duQqfLpH9vP9Izynl9USE3T7jSI2UElIZPJXblghl+VXeuGNGVsrJyvL0Np3wAZnnWKg7lFzK+1ZUn/X5UdDDT7r6Byfd/RpuWeuwO2HtQ8ujcSXV6I+i/RUYG8vJrd/PpR8t5bN4egoIDmHj78GoXGqtPrDYLK9cuZ1tqCr6+vvTvM4TmTWpnj2DlOJXYlQtKo9Gccc12WlYeLsdJCtf8w5BLO9Cjd0s2Je1Fp9XSuWvTetXbjYoO5r4HRns6jAvKarPw7MtzcGS7CNVFkecq4tUtL3HNNdfRv1fdWr3U0NVIYhdCDAPmA1rgLSnlszXRrqL8k4+PkX79Ez0dhnIKf63/A0eOk0Sf4w9GBjvDWLL0U7p37ovRUPc/XTUU510cQgihBV4FLgNaA2OEEA3vM6aiKKe1LTWFUE3VfUbNOh+M0kz60YMeiuriVBM99m5AmpRyH4AQ4lNgJLC9BtpWFKWe8PPzJ9OVTVFxARarBa1Gi4+PL+XSirfp5Es6lQujJsq5RQOH//F1+rFjiqJcRLp17s32ws3kFeWgdepx2yTbcpLQGDREhquUUJtqosd+sqclTigZKYSYDEyGis0VFEVpWDKzM/AzBbLXmopBmrBTjtHLhLC6KbOU4m1WvfbaUhOJPR3451MqMcCRf58kpVwILISKsr01cF9FUeqQHTtTaWpuRUhgBCWOQvQaL3z0fmyxrePwkQO0TDi7GkHKuauJoZgNQDMhRLwQwgu4AfimBtpVFKUeCQoMxuoqQ6fREWgIwUfvh5QSm9uCr8/517tXqu+8E7uU0glMB5YBO4DPpZSp59uuoij1S99eg8jSpFNkzwfALV3stWwnKi6a6IiTl55QLowaWccupfwB+KEm2lIUpX6Ki27MxPFT+OTzRTitLhzSTkKzFky6aZqnQ7voqCdPFUWpMZ3adqN9605k5hzFbPIm0L9ul1RuqFRiVxSlCrfbhZTynMsDa7U6NfTiYSqxK4oCQOq2Q3w2ayNHktfg7+tDvz5DGH7pKPS6+lOTR6mgEruiKBw+lMv0iW/jUxpFT3NLhHCy7rc1FBcXMmHMVE+Hp5ylmljuqChKPff5x38RVB5FhE8kGqHBrPOmtbkzG5PWUVhU4OnwlLOkEruiKKTtyMJfH1DlmE6jw1vjS25BtoeiUs6VSuyKotCqbRQF9rwqxxxuB2XuEsKCIzwUlXKuVGJXFIVrb+xFiXcO6SWHcbjtFDsKSbVspFfPfvj5qqdG6xuV2BVFITIqiAUfTkHTIY9Njj85YNjB4CuHcv3V4zwdmnIO1KoYRVEAaJoQwVWPdMS97Ho6NFPDL/WZ6rEriqI0MCqxK4qiNDBqKEbxuNvajfR0CIrSoKgeu6IoSgOjeuyKUoccPZLPl4tXcWDvYaJjI7h6dF8aNQ7zdFhKPaN67IpSR+xNy+SuKS/hr9nMpNFWov22M2P6y2zbetDToSn1jOqxK0odseit77n1RhOjR4YC0K2zH7Ex+bz56tfMf+NuD0en1Ceqx64odUTKpj0MHRhY5digvoHs3HEIp9PloaiU+kgldkWpI/wDvDmaZa9yLCvHjtlsQKtVv6pK9al/LYpSR1wxoh/zF+RQXOIEwGJx8dJrWVw2vPc572akXJw8MsaeU1bAG0lfeuLWilJnuVtIsrZ4M/iGVBrFenEo3U54m3CCO1l5/JO32fVXNm6XJKF7KHFtgi5YsldvIfWfRxK72RFOx8P3eeLWilKnde4FJe2Kyc7NJGRIKP5+gXz3/hJ++fknQmUUQmpY8fMROvdowk2jJ12Y5N6s5ptUapdaFaModYyvjx++Pn4AZOdmsuzn7+lk6IuX1gBAjDuejetW0qtbP5o0UllYOdF5jbELIZ4XQuwUQmwRQnwlhAg481WKolTXrr2pBBBamdShYmejQFcY23ameDAypS4738nTX4A2Usp2wG7g4fMPSVGUv+n1Blw4TjjuEk4MBqMHIlLqg/NK7FLKn6WUzmNfrgVizj8kRVH+1q5VJ8p0xRSU51YeK3EUUaDNoUv7Hh6MTKnLanKMfRLwWQ22pyj1XpmllF9W/MDmzRsxGI306z2Inl36odFUr09lNpmZdus9LHjnFbysJjQIyjQljL95MsGBIRc4eqW+OmNiF0L8CpxsO5VZUsqlx86ZBTiBj07TzmRgMkBocPg5BasodZnVZmHL9k3Yym20TEjE3y+Qea88gT3TRaiIwCVcfPnp5xw8vI8bR0064frs3Ey+/PZTtm1PwWAw0Lf3IK4YejUtE9rw3Jz/snvfDlwuF82btsJkNHvgFSr1hZBSnl8DQowHpgKDpZSW6lzTrElLOf+Jt8/rvopSl+zet4PX3nwJs8MXrdRTKHJo1CSeAykHiHY0RYsONy40esFB753MffR5QoJCK68vKS1m7nMPEmAJJ8bUmGJHITtKk4mMj2TGHY9jNqlErsAVY/skSSm7nOm8810VMwx4EBhR3aSuKA2Nw+lgwTvzaeJOJNHchZbe7els7MfGjWsx2Xzx1vhi0pjx1vgiHFoo03AoY3+VNlat/wOTxY947+YcLttPUvYqvCwmDm87zMzHppG6S62AUarvfFfF/A/wBX4RQmwWQrxRAzEpSr2yZ99OtOV6gg3H66brNV5IF9ilDfGPZzm9hIGi8nwMBlOVNg4fPoCfCKDIXsC+wp201fQgQduGZpp2NHW1YeG7/8Vms9baa1Lqt/OaPJVSJtRUIIpSl23buZlfl/9EYVE+LZq35pKBV1ZOXkrpRiNO7CPpNHpyXZkEu8MJECFI3KS79+PUOokOj65ybnR0LBlb1lFsKSSESAyiYimjGzdBpghyHEdI3b2Fzu26X/gXq9R7qgiYopzBitW/8Oabr+LcC2GFcexetYdnXnqM/MKKJYgJ8S2xasoothdUXuNyO9F76Qk2h5Gu3UuyexWb3Csp1uWR0KQ5/n5Vy/P26TaAEmMBBfZcNAjc0o3VXYbRaESv06NBg8utSvcq1aMSu6KchsNh56tvPyfR0IVIcxz+XkEk+CTiUxbEryt+BMDgZWDi2KnscG9iZ1kKaSWpbLKtomevvvjGeBPiG0aTgBbEBsRjDDYw4aYpJ9R48fcLZMZdjxGWEMZh9z5KZRFmHzMhwWFYnKUUkU+rhDae+BEo9ZCqFaPUa7ZyGz8v/461G1Yh3ZJuXXoybPCIs14OaLFaSEndiMVWRoumicRExgGQnZeFxqXD2+hb5fwQr3B27d5R+XWHxC7MeWQem7asw2qz0rp5W5o0aoat3MrapFXs3bub0LBw+nQfeMr151HhMTx2/9N88uUi1q1ZjdNdTm7ZUfI0mdxw7bjK+jGKciYqsSv1ltvt5n9vPk/evgLiDM0RCDb+tpEdu1N58O45aDXaarWTdmAXry58EZPdF73bi6WaJXTv0YsbR03Ez8cfu9uG0+1Ap9FXXlPmKCE4qGqCDgoIZki/y6scMxnNDOx9CQN7X1KtWIQQjLlmAt279GHr9k3o9V50ad+D8NDIal2vKKASu1KP7d63gyMHjtDJu0/l0EYrXUc2Z6wmdVcK7Vp1OmMbLpeThe++QmNnS0LMFc/hOd0OktasoU2r9rRP7EyH9p3ZnbyV5ua26DR6ih2FZIj93DHgwpSeFkLQtFEzmqrKjco5UmPsSr2VfvQQfu7AKuPVQgh8nAGkHzlUrTb2H96L2wIhxuMPV+s0esKJZd3G1QDcfN2tNOnchA22P9hg/YM07RZuHDOBFk1b1+wLUpQaonrsSr0VHBCCVVt2wvFyXRlB1ayjIqWsss78b0II8gtyee+TBTicDjp37M51I2/GarMQHBiCVqt+dZS6S/XYlXqrTasOaP0E+8t24ZIuXNLFwbI9uH2cdGzTtVptxMcm4DY4yS/PqTzmki72le1kb9oeMjZkkbu5kA/ffZfPvnqf0OBwldSVOk8ldqXe0uv03D/9UXybm1lr+ZW1ll8wNtVx//RHMXgZztwAoNPpuHX8dNLEVnaUJbOnZBsbSpdT6i6ml/9QGvkkEOvdhPbmnqSmbGX3vh1nblRRPEx1PZR6LTgwhLunPIjNZkUiT7rM0WItIzc/m0D/4JMuGWzVrA1PPfoSSVvXYbGUYbVZSP5tU5Vdi7RCS6ArjO27tqqxdaXOU4ldaRCMRhNHszJY8s3HpGccJja2EYP6Xsq6pFX89scyDJiwuS1069qLMaMmoNfpq1zv6+PHgJ5DAdiYsoaN2g0n3MOlcWA2e9fK61GU86ESu9Ig7Du4h/mvPUeoMwp/XTD7Du/njz9nYBAmOvn0waA14nQ7SF23iW+8FzPqyjGnbKtNy4587LWIHFsmocdWyxTbC8jXZqtdi5R6QY2xKw3C4qUfE+NKIN67JUGGUJr4tCKoLAKX1YVBW1FQS6fR08zUlhWrfsXtdp+yLaPByB233U+GMY3N1tVssa5lp0hm0rhpatcipV5QPXalTpFSYrVZMRgM1X5y1O12s3f/bvr4XFbluJ8MJsNRte65UWPCbrXjcDpOO8HatHFznp39CmkHduNyuUho3Byvak7IKoqnqcSu1BmbUzfyxVcfUZCfj95LT4/ufejRuQ9REbGnTcIajQZvsw9WVxneun/UdPFyI8qrrlHPsR0lKiK6WqtmtFqdmihV6iU1FKPUCbv2buedd18noqQRXU0DcBfCN18v4bln5/LAY3fw+6plp71+YP9L2GPbhsNtB8DuLifXcAS9j569ZTvIL8/hQNlu9rOD60eNq42XpCgeo3rsSp2w7NdviSGBIEMYSbmr0Jcb6KYdRHm5lSD/YJZ+tZiw0AjatGh/wrXZuZnY7XY0/rAq9ycCjMHYsNB/0GD69hzE8lU/c+DAPqIjoxg/YFJl5UZFaahUYlfqhKzsTOL0zbG5rORZs+mk6YtGaCl32zBqTESLJixfseyExL5tVwoL336FYGcEgSIcl86FMcCLh2+fWznROeaaCR54RYriOWooRqkTGjdqQp49G4fbjh4v7NjZ7dhCqnMDq7N/o9CeR0FhQZVrXG4X7320kOaiPQk+icR6N6GDT2/c+YKklHUeeiWK4nkqsSt1wuVDR5KlO0x+eTbllJNiX43ebSBR25UYV1Myi9NxSWeVazKzMnBaXQQaji9BFEIQro0lefOJDxgpysVCJXalToiOjOP+u2bh18qM28uBt/AjUheHQWPEgJEEXSI5WdkUlRRWXuPlZcAlHUgpq7TlkHaMRmNtvwRFqTPUGLtSZ8RFxzP9tpm4XG5su1x42fU4XU7MRm/8fCIptueSmX0Ef98AAEKDw4mKieHQ4T3EmZshhMDhtnPEvZ+be0/y8KtRFM9RiV3xCLfbzR9rfuGPFb9gsZaR2Ko9w4eNIiQolPDwCHbvSSMmuPHx86WLMlcJgf5BVdq5ddx0Xlkwj+T8VRgxUyTzGThgaLXL9ipKQ1QjiV0IMQN4HgiVUubWRJtKw/b51x+wcdV6Gnu1wKAxcXjjIZ7bOZvHZj5D/95DWL3mT3yt/oQaI3FIO2mWVFq2bk1YSESVdkKCQpnz4HPsPbibktJiGsc2JSgg2EOvSlHqhvMeYxdCxAJDgertRaZc9AqLCli1+g/amLsR6BWCWedNU59WmMp8+XPtb0SGRTN96gxKQnJZXfYzSeUraNG9ObeMnX7S9jQaDc3iW9KpbTeV1BWFmumx/x/wALC0BtpSLgJHszPw0fij17MNB9gAAAnYSURBVFQtnRugCWH//r0ANG/SisceeAaLtQwvvRd6vZcnQlWUeum8euxCiBFAhpQypYbiUS4CwYEhlLmKcUtXleOl7iIiwiMrvxZC4G32UUldUc7SGXvsQohfgYiTfGsW8AhwSXVuJISYDEyGitUMysUrLCSClq1as3N7CgmmRPQaL7JsGeTpMunf++TDLYqiVN8ZE7uUcsjJjgsh2gLxQIoQAiAG2CSE6CalzDxJOwuBhQDNmrSU//6+cnG5Zex0vlj6Ies2rMDtkkRFRXPn6JknTI4qinL2znmMXUq5FQj7+2shxAGgi1oVo1SH0WBk7HW3csM143E4HJiMJo51EBRFOU9qHbviUXqd/oT9RxVFOT81ltillI1rqi1FURTl3KlaMYqiKA2MSuyKoigNjErsiqIoDYyaPG1AnE4nm7dvZOfObfj6+tGza79TLh/MOHqIr7//nN1pO/Hz9WfIoMvo12OwWpmiKA2ASuwNhMNhZ/6C58g6kEWQDKNc7ue335cxacI0OiR2qXJudm4mz7/yJOH2ONobe2EpKWXpF0soLCpg5LBrPfQKFEWpKWoopoFYvfFPcvbn0t7UkzjvBJr5JNJS25H3P3kLp7PqzkO//PEDweURxHk3xaA1EugVQhtTV379/UesNouHXoGiKDVFJfYGInnzBsI1MVWGUvy9gtDYtRw+cqDKuQcO7iNQH1rlmEFbsVNRbn5ObYSrKMoFpBJ7A2EwGHFKR5VjUkqcbgde/yqiFRkRRZGz6sbQDrcdm7SesJGFoij1j0rsDUTvnv05Kg/icNsrj2XYDhAYGkhURGyVc4cMuJws7WGyrUeQUmJ1lrHDkkzPbn3x8fat7dAVRalhavK0gWjbsiP9hwzm199+JEAEY8OK3lfH3RMfPGGlS1x0Y26ffC+ff/kBuzJTMBgM9B88hBGXjvZQ9Iqi1CTx7x3ea0OzJi3l/CfervX7XgzyC3PZd3AP3mZfmjdthVajPe35dns5Op0ejUZ9eFOUuu6KsX2SpJRdznSe6rE3MEEBIQQFhFT7fC8vwwWMRlEUT1DdNEVRlAZGJfYGKDc/h70H92CxqjXpinIxUkMxDYjFauGdD19j167tmDTeWCnjsktGcNngkapUgKJcRFRib0A++uJtsnZk09V7IFqhxeay8suPPxIWFkGXdj08HZ6iKLVEDcU0EBZrGZu3JJFgTkQrKlbCGLUmYjUJ/P7HMg9HpyhKbVKJvYGwWC3o0KHTVN1mzqTzpqSk2ENRKYriCSqxNxBBAcEYfUwUlFfdSzyzPJ3E1u08FJWiKJ6gEnsDodFoGHPteHa7UzhQtocc21F2laVg8yvm0kHDPR2eoii1SE2e1iNut5sNm1ezdv1fSCnp2qUnPTr1Rqut+GvskNiFGfc8yvI/fyY3N4cuzboyoPdQ/Hz9PRy5oii1SSX2ekJKyaJP3mD7plQiNXGAhq/2fMGWbZuYOuGeyuWMcdHxjB8zxbPBKoriUSqx1xOHMvaTkpxMZ3O/ylUvYTKKTamr2LN/J82btPJwhIqi1BVqjL2eSDuwiwAZUpnUATRCg78rmLT9uzwYmaIodc15J3YhxJ1CiF1CiFQhxLyaCEo5kY/ZF4ewnXDcqS3H10fVUFcU5bjzSuxCiIHASKCdlDIReKFGolJO0D6xC+VGK5nWdP4utZxjO0qpvoiObbp5ODpFUeqS8+2xTwOelVKWA0gps88/JOVkjAYjd097kAL/TJKsf7LRuoIsn4PcOWWm2vVIUZQqznfytDnQVwjxH8AGzJBSbjjZiUKIycBkgNDg8PO87cUpLjqeJx55gSNZ6bjdbmIi49QGGYqinOCMiV0I8SsQcZJvzTp2fSDQA+gKfC6EaCJPsi2TlHIhsBAqdlA6n6AvZhqNhpjIOE+HoShKHXbGxC6lHHKq7wkhpgFfHkvk64UQbiAEyKm5EBVFUZSzcb6f478GBgEIIZoDXkDuaa9QFEVRLqjzHWN/B3hHCLENsAPjTzYMoyiKotSe80rsUko7cHMNxaIoiqLUALWkQlEUpYFRiV1RFKWBUYldURSlgVGJXVEUpYFRiV1RFKWBUYldURSlgVGJXVEUpYERnnieSAiRAxyshVuFUP+ehFUx1w4Vc+1QMdesRlLK0DOd5JHEXluEEBullF08HcfZUDHXDhVz7VAxe4YailEURWlgVGJXFEVpYBp6Yl/o6QDOgYq5dqiYa4eK2QMa9Bi7oijKxaih99gVRVEuOg0ysQshhgkhdgkh0oQQD3k6nuoQQrwjhMg+Vtu+zhNCxAohlgshdgghUoUQd3s6pjMRQhiFEOuFECnHYp7r6ZiqSwihFUIkCyG+83Qs1SGEOCCE2CqE2CyE2OjpeKpDCBEghFgshNh57N91T0/HdK4a3FCMEEIL7AaGAunABmCMlHK7RwM7AyFEP6AUeF9K2cbT8ZyJECISiJRSbhJC+AJJwFV1+ecshBCAt5SyVAihB1YBd0sp13o4tDMSQtwHdAH8pJRXejqeMxFCHAC6SCnr6nrwEwgh3gNWSinfEkJ4AWYpZaGn4zoXDbHH3g1Ik1LuO7YRyKfASA/HdEZSyj+BfE/HUV1SyqNSyk3H/lwC7ACiPRvV6ckKpce+1B/7r873bIQQMcAVwFuejqWhEkL4Af2At6FiE6H6mtShYSb2aODwP75Op44nnPpOCNEY6Ais82wkZ3ZsSGMzkA38IqWs8zEDLwMPAG5PB3IWJPCzECJJCDHZ08FUQxMgB3j32JDXW0IIb08Hda4aYmIXJzlW53tl9ZUQwgdYAtwjpSz2dDxnIqV0SSk7ADFANyFEnR72EkJcCWRLKZM8HctZ6i2l7ARcBtxxbKixLtMBnYDXpZQdgTKgXszPnUxDTOzpQOw/vo4Bjngolgbt2Dj1EuAjKeWXno7nbBz7mP0HMMzDoZxJb2DEsTHrT4FBQogPPRvSmUkpjxz7fzbwFRVDpHVZOpD+j09wi6lI9PVSQ0zsG4BmQoj4YxMgNwDfeDimBufYROTbwA4p5Uuejqc6hBChQoiAY382AUOAnZ6N6vSklA9LKWOklI2p+Lf8u5SyTm8gL4TwPjahzrHhjEuAOr3aS0qZCRwWQrQ4dmgwUGcXApyJztMB1DQppVMIMR1YBmiBd6SUqR4O64yEEJ8AA4AQIUQ6MFtK+bZnozqt3sBYYOuxMWuAR6SUP3gwpjOJBN47tnJKA3wupawXywfrmXDgq4r3fnTAx1LKnzwbUrXcCXx0rEO4D5jo4XjOWYNb7qgoinKxa4hDMYqiKBc1ldgVRVEaGJXYFUVRGhiV2BVFURoYldgVRVEaGJXYFUVRGhiV2BVFURoYldgVRVEamP8HnD0GAWfR/p4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x190f3874470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#adacost的效果\n",
    "ada_cost_with_weights=AdaCost(base_estimator=DecisionTreeClassifier(max_depth=5))\n",
    "ada_cost_with_weights.fit(X,y,outer_sample_weights=weights)\n",
    "plot_decision_function(X=X,y=y,clf=ada_cost_with_weights,plt=plt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "另外，还有小伙伴直接修改的sklearn的AdaBoost:https://www.jianshu.com/p/0bfce1806235"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 样本采样与代价敏感学习的关系\n",
    "\n",
    "其实，上一节的样本采样技术也可以看做是一种代价敏感学习，它通过采样间接调整了正负样本的权重，同样地，代价敏感学习其实也可以视作样本随机采样的一个特例。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 软件包补充  \n",
    "`CostSensitiveClassification`包，通过`pip install costcla`安装即可，更多内容请看https://github.com/albahnsen/CostSensitiveClassification "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
